{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "82d01204",
   "metadata": {},
   "source": [
    "------\n",
    "* Python Web crawler\n",
    "* 2023.10.11\n",
    "* week06:动态加载(Ajax)数据获取\n",
    "------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aac705f",
   "metadata": {},
   "source": [
    "# 实践项目：liepin数据抓取\n",
    "> 1. 网站：liepin.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "f1762e09",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests-html in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (0.10.0)\n",
      "Requirement already satisfied: pyquery in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: w3lib in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from requests-html) (1.21.0)\n",
      "Requirement already satisfied: bs4 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: requests in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from requests-html) (2.27.1)\n",
      "Requirement already satisfied: fake-useragent in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from requests-html) (1.2.1)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: parse in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from requests-html) (1.19.1)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.9)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from pyppeteer>=0.0.14->requests-html) (4.64.0)\n",
      "Requirement already satisfied: certifi>=2021 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from pyppeteer>=0.0.14->requests-html) (2021.10.8)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from pyppeteer>=0.0.14->requests-html) (4.11.3)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: zipp>=0.5 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.7.0)\n",
      "Requirement already satisfied: beautifulsoup4 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from bs4->requests-html) (4.11.1)\n",
      "Requirement already satisfied: soupsieve>1.2 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from beautifulsoup4->bs4->requests-html) (2.3.1)\n",
      "Requirement already satisfied: importlib-resources>=5.0 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from fake-useragent->requests-html) (6.0.1)\n",
      "Requirement already satisfied: lxml>=2.1 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from pyquery->requests-html) (4.8.0)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from requests->requests-html) (2.0.4)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from requests->requests-html) (3.3)\n",
      "Requirement already satisfied: six>=1.4.1 in /Users/kristenleung/opt/anaconda3/lib/python3.9/site-packages (from w3lib->requests-html) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "c85e0b41",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (1284129109.py, line 3)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  Input \u001b[0;32mIn [54]\u001b[0;36m\u001b[0m\n\u001b[0;31m    session = HTMLjsx-2693574896 job-detail-header-boxSession()\u001b[0m\n\u001b[0m                                 ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "# 尝试 request-html 获取页面数据\n",
    "from requests_html import HTMLSession\n",
    "session = HTMLjsx-2693574896 job-detail-header-boxSession()\n",
    "r = session.get('https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&scene=condition&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&sfrom=search_job_pc&suggestId=')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "ddd9a69a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"flag\":0,\"code\":\"-1400\",\"msg\":\"出错了（400）！\"}'"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "249dad4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.post('https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "f4ca7801",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "5daae463",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 0, 'code': '-1400', 'msg': '出错了（400）！'}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "b813c9aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/603.3.8 (KHTML, like Gecko) Version/10.1.2 Safari/603.3.8', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': '*/*', 'Connection': 'keep-alive', 'Cookie': 'XSRF-TOKEN=-Dd3bTeeQYCiM6o7o0-tkg; __gc_id=de3aed8512544758afe5e8b5b45c20ee; acw_tc=ac11000116970284234176104e008dffe3332b9cc296858c308e9a22930ea8', 'Content-Length': '0'}"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e7cc139",
   "metadata": {},
   "source": [
    "* 无法请求到数据的原因：\n",
    "> 1. 模拟真实用户代理\n",
    "> 2. 提供请求的参数（类比API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "5ec43688",
   "metadata": {},
   "outputs": [],
   "source": [
    "liepin_headers = {\n",
    "\t\"Accept\": \"application/json, text/plain, */*\",\n",
    "\t\"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "\t\"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "\t\"Connection\": \"keep-alive\",\n",
    "\t\"Content-Length\": \"487\",\n",
    "\t\"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "\t\"Cookie\": \"XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0\",\n",
    "\t\"Host\": \"api-c.liepin.com\",\n",
    "\t\"Origin\": \"https://www.liepin.com\",\n",
    "\t\"Referer\": \"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\",\n",
    "\t\"Sec-Fetch-Dest\": \"empty\",\n",
    "\t\"Sec-Fetch-Mode\": \"cors\",\n",
    "\t\"Sec-Fetch-Site\": \"same-site\",\n",
    "\t\"User-Agent\": \"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/81.0.4044.122 Safari/537.36\",\n",
    "\t\"X-Client-Type\": \"web\",\n",
    "\t\"X-Fscp-Bi-Stat\": \"{\\\"location\\\": \\\"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\\\"}\",\n",
    "\t\"X-Fscp-Fe-Version\": \"\",\n",
    "\t\"X-Fscp-Std-Info\": \"{\\\"client_id\\\": \\\"40108\\\"}\",\n",
    "\t\"X-Fscp-Trace-Id\": \"187c89d1-ed19-48b2-99fe-85ceeb116589\",\n",
    "\t\"X-Fscp-Version\": \"1.1\",\n",
    "\t\"X-Requested-With\": \"XMLHttpRequest\",\n",
    "\t\"X-XSRF-TOKEN\": \"zIARnRM0QQaLudJk_4OBXw\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "312bd77a",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "  \"data\": {\n",
    "    \"mainSearchPcConditionForm\": {\n",
    "      \"city\": \"050090\",\n",
    "      \"dq\": \"050090\",\n",
    "      \"pubTime\": \"\",\n",
    "      \"currentPage\": \"0\",\n",
    "      \"pageSize\": 40,\n",
    "      \"key\": \"产品经理\",\n",
    "      \"suggestTag\": \"\",\n",
    "      \"workYearCode\": \"\",\n",
    "      \"compId\": \"\",\n",
    "      \"compName\": \"\",\n",
    "      \"compTag\": \"\",\n",
    "      \"industry\": \"\",\n",
    "      \"salary\": \"\",\n",
    "      \"jobKind\": \"\",\n",
    "      \"compScale\": \"\",\n",
    "      \"compKind\": \"\",\n",
    "      \"compStage\": \"\",\n",
    "      \"eduLevel\": \"\"\n",
    "    },\n",
    "    \"passThroughForm\": {\n",
    "      \"scene\": \"condition\",\n",
    "      \"skId\": \"tf0pt38ptv5idudxnqu3xjt13ity4m7b\",\n",
    "      \"fkId\": \"tf0pt38ptv5idudxnqu3xjt13ity4m7b\",\n",
    "      \"ckId\": \"82it7xx6lfcdc7jrp7la8h6t8rhhevf8\",\n",
    "      \"suggest\": None\n",
    "    }\n",
    "  }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "29328559",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers  # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "e966cd3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['AI人工智能产品',\n",
       "       '硬件产品',\n",
       "       '数据产品',\n",
       "       '人工智能',\n",
       "       '硬件系统集成',\n",
       "       '产品设计',\n",
       "       '产品优化',\n",
       "       '产品规划',\n",
       "       '竞品分析',\n",
       "       '流程设计'],\n",
       "      'salary': '30-60k·14薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '高级产品经理（AI大模型方向）',\n",
       "      'jobId': '62006783',\n",
       "      'refreshTime': '20231007134459',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1962006783.shtml',\n",
       "      'topJob': True,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': True,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterId': '88346fad5354e50f96a8e66d8fbbbfcb',\n",
       "      'recruiterName': '陈先生',\n",
       "      'recruiterTitle': '硬科技行业招聘负责人',\n",
       "      'chatted': False,\n",
       "      'imId': '29680576b98cc6e7966d2c65245014c5',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '63f30e140cbad1022010155d06u.jpeg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2262006783%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '人力资源服务',\n",
       "      'compId': 9812461,\n",
       "      'link': 'https://www.liepin.com/company/9812461/',\n",
       "      'compScale': '500-999人',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '63ec8bd5602f3e26bf895b8504u.png',\n",
       "      'compName': 'Wisest Talent'},\n",
       "     'dataParams': '{\"jobId\":\"62006783\",\"userId\":\"88346fad5354e50f96a8e66d8fbbbfcb\",\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"imId\":\"29680576b98cc6e7966d2c65245014c5\",\"imUserType\":\"2\",\"recruiterPhoto\":\"63f30e140cbad1022010155d06u.jpeg\"}'},\n",
       "    {'job': {'labels': ['产品规划',\n",
       "       '硬件产品',\n",
       "       '智能硬件',\n",
       "       '硬件系统集成',\n",
       "       '电子/半导体/集成电路',\n",
       "       'to B',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '产品设计'],\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理',\n",
       "      'jobId': '55813149',\n",
       "      'refreshTime': '20231011083752',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955813149.shtml',\n",
       "      'topJob': True,\n",
       "      'dq': '深圳-光明区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': True,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '528e15c8112a4b2726da0854459130ee',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'imId': '5d8cf25eda94cb898b0ca3877d009dea',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2255813149%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '仪器仪表',\n",
       "      'compId': 8902900,\n",
       "      'link': 'https://www.liepin.com/company/8902900/',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '6247e29b8b3085584724888906u.png',\n",
       "      'compName': '深圳市诺安智能股份有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"55813149\",\"userId\":\"528e15c8112a4b2726da0854459130ee\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"imId\":\"5d8cf25eda94cb898b0ca3877d009dea\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['ERP产品', '财务数字化'],\n",
       "      'salary': '20-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '系统分析师岗(J10122)',\n",
       "      'jobId': '61957529',\n",
       "      'refreshTime': '20231011170439',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1961957529.shtml',\n",
       "      'topJob': True,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': True,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': 'c8ca7e3c63a4d87e226f42e62016054a',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'imId': 'd1b0975927ef71c1e37b0b202b2adc1c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2261957529%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compId': 1873837,\n",
       "      'link': 'https://www.liepin.com/company/1873837/',\n",
       "      'compScale': '1000-2000人',\n",
       "      'compLogo': '63e09e8d858e453dd556dd8e02u.png',\n",
       "      'compName': '南方电网数字平台科技(广东)有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"61957529\",\"userId\":\"c8ca7e3c63a4d87e226f42e62016054a\",\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"imId\":\"d1b0975927ef71c1e37b0b202b2adc1c\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['数据产品', '数据挖掘', '数据分析', '产品规划'],\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'Lazada-Data Product Manager-流量数据产品经理（深圳）',\n",
       "      'jobId': '36908035',\n",
       "      'refreshTime': '20210311143004',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1936908035.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'requireEduLevel': '学历不限'},\n",
       "     'recruiter': {'recruiterId': 'd4be0c7af21e622076f4668dbe33f725',\n",
       "      'recruiterName': '陈先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'chatted': False,\n",
       "      'imId': '4a4ece35206ffdf578f5885b11a76839',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '57c4e9d345ce9f0a74a9b8cd04a.png'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2236908035%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compId': 1072424,\n",
       "      'link': 'https://www.liepin.com/company/1072424/',\n",
       "      'compScale': '10000人以上',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe915474719d35745acf0903a.png',\n",
       "      'compName': '阿里巴巴集团'},\n",
       "     'dataParams': '{\"jobId\":\"36908035\",\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"imUserType\":\"2\",\"recruiterPhoto\":\"57c4e9d345ce9f0a74a9b8cd04a.png\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理 PLM PM',\n",
       "      'jobId': '43765787',\n",
       "      'refreshTime': '20230821133647',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1943765787.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '435b286bb8f76f8f51d56a5f1de4256c',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'Talent Acquisition',\n",
       "      'chatted': False,\n",
       "      'imId': '1302b01334b547df3eae059a38e31609',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '6098fbd5919e256bc8d799fe03u.png'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2243765787%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '机械/设备',\n",
       "      'compId': 1069385,\n",
       "      'link': 'https://www.liepin.com/company/1069385/',\n",
       "      'compScale': '10000人以上',\n",
       "      'compLogo': '5bfe9df574719d2aa34b7b2203a.png',\n",
       "      'compName': '伊顿中国'},\n",
       "     'dataParams': '{\"jobId\":\"43765787\",\"userId\":\"435b286bb8f76f8f51d56a5f1de4256c\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"imId\":\"1302b01334b547df3eae059a38e31609\",\"imUserType\":\"2\",\"recruiterPhoto\":\"6098fbd5919e256bc8d799fe03u.png\"}'},\n",
       "    {'job': {'labels': ['产品规划', '市场调研', '用户研究', '电子商务'],\n",
       "      'salary': '13-16k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobId': '61924043',\n",
       "      'refreshTime': '20230928114733',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1961924043.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': '49456bf7c47ad70d219291c49e5b9314',\n",
       "      'recruiterName': '洪女士',\n",
       "      'recruiterTitle': '助理总经理/总助(高管级)',\n",
       "      'chatted': False,\n",
       "      'imId': 'b736db3b42e0395a5ffa3c8d56bb2e9d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2261924043%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 13629967,\n",
       "      'link': 'https://www.liepin.com/company/13629967/',\n",
       "      'compScale': '1-49人',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳中积芯科技有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"61924043\",\"userId\":\"49456bf7c47ad70d219291c49e5b9314\",\"jobKind\":\"2\",\"recruiterName\":\"洪女士\",\"imId\":\"b736db3b42e0395a5ffa3c8d56bb2e9d\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['ppt', '需求分析', '硬件产品'],\n",
       "      'salary': '13-18k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'pm产品经理',\n",
       "      'jobId': '44022163',\n",
       "      'refreshTime': '20211018102103',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1944022163.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=6',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': 'c204e12c186b70d57858b553fb56c213',\n",
       "      'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '物联网解决方案事业部副总',\n",
       "      'chatted': False,\n",
       "      'imId': 'c01b7239c29322d914c33c05749ae593',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '616d0eaff3e81c74a137689a06u.png'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2244022163%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '智能硬件',\n",
       "      'compId': 10047697,\n",
       "      'link': 'https://www.liepin.com/company/10047697/',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '6163dc033df70d56f3b601a406u.png',\n",
       "      'compName': 'BroadLink'},\n",
       "     'dataParams': '{\"jobId\":\"44022163\",\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"jobKind\":\"2\",\"recruiterName\":\"刘先生\",\"imId\":\"c01b7239c29322d914c33c05749ae593\",\"imUserType\":\"2\",\"recruiterPhoto\":\"616d0eaff3e81c74a137689a06u.png\"}'},\n",
       "    {'job': {'labels': ['功率器件'],\n",
       "      'salary': '20-40k·13薪',\n",
       "      'title': '产品经理PM',\n",
       "      'jobId': '49967313',\n",
       "      'refreshTime': '20231011175141',\n",
       "      'jobKind': '1',\n",
       "      'link': 'https://www.liepin.com/a/49967313.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=7',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '8a9f7420efe1111fa9891526b34c6c2a',\n",
       "      'recruiterName': '万先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'chatted': False,\n",
       "      'imId': 'f6dc9ce90b0921a49ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5db1849947b2f02171adf34907u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2249967313%22%2C%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': '',\n",
       "      'compScale': '500-999人',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某深圳大型电子/半导体/集成电路公司'},\n",
       "     'dataParams': '{\"jobId\":\"49967313\",\"userId\":\"8a9f7420efe1111fa9891526b34c6c2a\",\"jobKind\":\"1\",\"recruiterName\":\"万先生\",\"imId\":\"f6dc9ce90b0921a49ccf3dc45f6d7696\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5db1849947b2f02171adf34907u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '15-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理PM',\n",
       "      'jobId': '47307987',\n",
       "      'refreshTime': '20231011103916',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1947307987.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=8',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterId': 'dd0950349f402d2194eb8148a132ff22',\n",
       "      'recruiterName': '杨先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'chatted': False,\n",
       "      'imId': '784c2b987245e47cc3598071a0e218f7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2247307987%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 9579944,\n",
       "      'link': 'https://www.liepin.com/company/9579944/',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳市盈辉电子有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"47307987\",\"userId\":\"dd0950349f402d2194eb8148a132ff22\",\"jobKind\":\"2\",\"recruiterName\":\"杨先生\",\"imId\":\"784c2b987245e47cc3598071a0e218f7\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}'},\n",
       "    {'job': {'labels': ['B端产品', '科创金融'],\n",
       "      'salary': '35-55k·15薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '金融产品专家',\n",
       "      'jobId': '62090485',\n",
       "      'refreshTime': '20231010102517',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1962090485.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=9',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'recruiter': {'recruiterId': 'b9cea00180e563e90d4816b90e9ea520',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': 'HR',\n",
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       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2262090485%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '云计算/大数据',\n",
       "      'compId': 9314301,\n",
       "      'link': 'https://www.liepin.com/company/9314301/',\n",
       "      'compScale': '2000-5000人',\n",
       "      'compLogo': '601114407712265ad007e35206u.png',\n",
       "      'compName': '企知道网络技术有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"62090485\",\"userId\":\"b9cea00180e563e90d4816b90e9ea520\",\"jobKind\":\"2\",\"recruiterName\":\"朱女士\",\"imId\":\"69764257b9c195d54f291cecbb89c1d2\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['数据产品', '数据分析', '产品规划', '团队管理', '用户研究'],\n",
       "      'salary': '20-50k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '特效工具产品经理-智能创作  Effects Tools Product Manager-Intelligent Creation',\n",
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       "      'refreshTime': '20231006012913',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1961168405.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=10',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '27b40b320914b243bb131668d4424cd3',\n",
       "      'recruiterName': '曾女士',\n",
       "      'recruiterTitle': 'HR',\n",
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       "      'imId': 'f6b7241c2baec70cb55f541d35f91cff',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2261168405%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compId': 7863078,\n",
       "      'link': 'https://www.liepin.com/company/7863078/',\n",
       "      'compScale': '10000人以上',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5d887b5528021708fa52b44403u.jpg',\n",
       "      'compName': '字节跳动'},\n",
       "     'dataParams': '{\"jobId\":\"61168405\",\"userId\":\"27b40b320914b243bb131668d4424cd3\",\"jobKind\":\"2\",\"recruiterName\":\"曾女士\",\"imId\":\"f6b7241c2baec70cb55f541d35f91cff\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['电子/半导体/集成电路', '市场调研', '团队管理'],\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理/PM',\n",
       "      'jobId': '55750935',\n",
       "      'refreshTime': '20230720144759',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955750935.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=11',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': 'a58562f9e895113a96b14984e4c3aac6',\n",
       "      'recruiterName': '余女士',\n",
       "      'recruiterTitle': '人力资源经理',\n",
       "      'chatted': False,\n",
       "      'imId': '63f83a66035b4f9686da8f3a9139f92c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2255750935%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 8028167,\n",
       "      'link': 'https://www.liepin.com/company/8028167/',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfea08974719d2aa34bfb9303a.png',\n",
       "      'compName': '道径电子'},\n",
       "     'dataParams': '{\"jobId\":\"55750935\",\"userId\":\"a58562f9e895113a96b14984e4c3aac6\",\"jobKind\":\"2\",\"recruiterName\":\"余女士\",\"imId\":\"63f83a66035b4f9686da8f3a9139f92c\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '10-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobId': '60604499',\n",
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       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1960604499.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=12',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': 'c2a37beb635ce04c1a47493faf33028d',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '行政专员',\n",
       "      'chatted': False,\n",
       "      'imId': '3665e3a34b0ddcc0af3ffeaad667fde0',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2260604499%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '批发/零售',\n",
       "      'compId': 12157595,\n",
       "      'link': 'https://www.liepin.com/company/12157595/',\n",
       "      'compScale': '1-49人',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳市亿诚伟业电子有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"60604499\",\"userId\":\"c2a37beb635ce04c1a47493faf33028d\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"imId\":\"3665e3a34b0ddcc0af3ffeaad667fde0\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '12-20k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'PM 产品经理',\n",
       "      'jobId': '57342597',\n",
       "      'refreshTime': '20231011101943',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1957342597.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=13',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': '0f490e3b52d7b4d209f146570e06808e',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
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       "      'imId': '073e7f3d615fbf4744028f553778c6e1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2257342597%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 8921762,\n",
       "      'link': 'https://www.liepin.com/company/8921762/',\n",
       "      'compScale': '100-499人',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '鹏源电子'},\n",
       "     'dataParams': '{\"jobId\":\"57342597\",\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '薪资面议',\n",
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       "      'h5OuterLink': '',\n",
       "      'title': '海外高级产品经理',\n",
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       "      'refreshTime': '20231008113412',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1962032011.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=14',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '0e245805142ef4c1421a9e80d38b91bc',\n",
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       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2262032011%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '智能硬件',\n",
       "      'compId': 13339939,\n",
       "      'link': 'https://www.liepin.com/company/13339939/',\n",
       "      'compScale': '',\n",
       "      'compLogo': '63896aedf0e9fd244d8a172206u.png',\n",
       "      'compName': '深圳绣水铭山科技有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"62032011\",\"userId\":\"0e245805142ef4c1421a9e80d38b91bc\",\"jobKind\":\"2\",\"recruiterName\":\"邢女士\",\"imId\":\"e039bfb898b83729e474946c099a7055\",\"imUserType\":\"2\",\"recruiterPhoto\":\"638d53d8ed72de1d9178ca3f06u.png\"}'},\n",
       "    {'job': {'labels': ['产品规划', '运营管理'],\n",
       "      'salary': '15-25k·13薪',\n",
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       "      'link': 'https://www.liepin.com/job/1938687185.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=15',\n",
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       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 10016683,\n",
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       "      'compScale': '100-499人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳市宏旺微电子有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"38687185\",\"userId\":\"784ac3ccc4474b6f71a2c9fecf9f2948\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"imId\":\"361ab007f8a1697171de52c3bc0b6279\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['模拟电源', 'PM', '产品经理', '二极管', '元器件'],\n",
       "      'salary': '20-40k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品线经理 （PM）',\n",
       "      'jobId': '60775157',\n",
       "      'refreshTime': '20230814102813',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1960775157.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=16',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': 'e040df2a2277bc9edfc50be1acb5a8aa',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'chatted': False,\n",
       "      'imId': '4ef5526798483a4de37b0b202b2adc1c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2260775157%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 12260991,\n",
       "      'link': 'https://www.liepin.com/company/12260991/',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '61d5701e9c49ff7ec564562301u.png',\n",
       "      'compName': '中印云端'},\n",
       "     'dataParams': '{\"jobId\":\"60775157\",\"userId\":\"e040df2a2277bc9edfc50be1acb5a8aa\",\"jobKind\":\"2\",\"recruiterName\":\"朱女士\",\"imId\":\"4ef5526798483a4de37b0b202b2adc1c\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['产品线',\n",
       "       '功率器件',\n",
       "       '电子/半导体/集成电路',\n",
       "       '半导体',\n",
       "       '储能电源',\n",
       "       '光伏',\n",
       "       '光伏逆变器',\n",
       "       'PM'],\n",
       "      'salary': '10-20k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobId': '59431759',\n",
       "      'refreshTime': '20231011101943',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1959431759.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=17',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': '0f490e3b52d7b4d209f146570e06808e',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'chatted': False,\n",
       "      'imId': '073e7f3d615fbf4744028f553778c6e1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2259431759%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 8921762,\n",
       "      'link': 'https://www.liepin.com/company/8921762/',\n",
       "      'compScale': '100-499人',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '鹏源电子'},\n",
       "     'dataParams': '{\"jobId\":\"59431759\",\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['硬件产品', 'TOC', 'C端产品'],\n",
       "      'salary': '15-30k·14薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '硬件产品经理（游戏外设）(A45363)',\n",
       "      'jobId': '61134675',\n",
       "      'refreshTime': '20230913202750',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1961134675.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=18',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterId': '76f3f7f69d40d2e0e546c5fd8bfe585a',\n",
       "      'recruiterName': '邓先生',\n",
       "      'recruiterTitle': '招聘',\n",
       "      'chatted': False,\n",
       "      'imId': 'fadfa132d5d128799f90a7bcfdb96d0e',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2261134675%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '智能硬件',\n",
       "      'compId': 8679553,\n",
       "      'link': 'https://www.liepin.com/company/8679553/',\n",
       "      'compScale': '100-499人',\n",
       "      'compLogo': '5e45f03429d83a67544b147e08u.jpg',\n",
       "      'compName': '飞智科技'},\n",
       "     'dataParams': '{\"jobId\":\"61134675\",\"userId\":\"76f3f7f69d40d2e0e546c5fd8bfe585a\",\"jobKind\":\"2\",\"recruiterName\":\"邓先生\",\"imId\":\"fadfa132d5d128799f90a7bcfdb96d0e\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '35-45k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品总监',\n",
       "      'jobId': '62089313',\n",
       "      'refreshTime': '20231010101025',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1962089313.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=19&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=19',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterId': '17a0d198b3414dff7fc1a861ef6038fc',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'Consultant',\n",
       "      'chatted': False,\n",
       "      'imId': 'fc0c629536ac46df17c4cef3d8aaac05',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2262089313%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '人力资源服务',\n",
       "      'compId': 9812461,\n",
       "      'link': 'https://www.liepin.com/company/9812461/',\n",
       "      'compScale': '500-999人',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '63ec8bd5602f3e26bf895b8504u.png',\n",
       "      'compName': 'Wisest Talent'},\n",
       "     'dataParams': '{\"jobId\":\"62089313\",\"userId\":\"17a0d198b3414dff7fc1a861ef6038fc\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"imId\":\"fc0c629536ac46df17c4cef3d8aaac05\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['电子元器件', '半导体', '电子/半导体/集成电路'],\n",
       "      'salary': '10-15k',\n",
       "      'title': '产品线经理PM 交通补贴 (154354)',\n",
       "      'jobId': '48634761',\n",
       "      'refreshTime': '20230815174402',\n",
       "      'jobKind': '1',\n",
       "      'link': 'https://www.liepin.com/a/48634761.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '一年以下',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=20',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': 'a3efebbe5476fd144c7275e0b3131c5e',\n",
       "      'recruiterName': '景女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'chatted': False,\n",
       "      'imId': 'bf831b7e81387f4345913e3a4abf94f3',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '6305cf61b77e512ba9da292908u.png'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2248634761%22%2C%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'link': '',\n",
       "      'compScale': '1-49人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某深圳计算机软件公司'},\n",
       "     'dataParams': '{\"jobId\":\"48634761\",\"userId\":\"a3efebbe5476fd144c7275e0b3131c5e\",\"jobKind\":\"1\",\"recruiterName\":\"景女士\",\"imId\":\"bf831b7e81387f4345913e3a4abf94f3\",\"imUserType\":\"2\",\"recruiterPhoto\":\"6305cf61b77e512ba9da292908u.png\"}'},\n",
       "    {'job': {'labels': ['to C', '产品规划', '团队管理'],\n",
       "      'salary': '14-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobId': '57179331',\n",
       "      'refreshTime': '20230707142907',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1957179331.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=21&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=21',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': '6bd83db4d420cd80a3b249221be97dc4',\n",
       "      'recruiterName': '黄女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'chatted': False,\n",
       "      'imId': '27fdfc91f6dc9809b64be310238bddad',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2257179331%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 13391655,\n",
       "      'link': 'https://www.liepin.com/company/13391655/',\n",
       "      'compScale': '1-49人',\n",
       "      'compLogo': '619fea551bd4fb704e8f5f9304u.jpg',\n",
       "      'compName': '深圳市宣盈科技有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"57179331\",\"userId\":\"6bd83db4d420cd80a3b249221be97dc4\",\"jobKind\":\"2\",\"recruiterName\":\"黄女士\",\"imId\":\"27fdfc91f6dc9809b64be310238bddad\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'salary': '15-30k·16薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理PM',\n",
       "      'jobId': '59037701',\n",
       "      'refreshTime': '20230707141108',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1959037701.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=22',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': '3ed0a57b953381ec00fd95f949e1e587',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'chatted': False,\n",
       "      'imId': 'c2a7b3c534d4f3e28d1ff84e0a6c6898',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2259037701%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '贸易/进出口',\n",
       "      'compId': 12148501,\n",
       "      'link': 'https://www.liepin.com/company/12148501/',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '5f6bf74a79c7cc70efb0449807u.png',\n",
       "      'compName': '深圳市华信科科技有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"59037701\",\"userId\":\"3ed0a57b953381ec00fd95f949e1e587\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"imId\":\"c2a7b3c534d4f3e28d1ff84e0a6c6898\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['数据产品', '电子/半导体/集成电路', '市场调研', '产品规划', '数据分析'],\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理PM',\n",
       "      'jobId': '54319281',\n",
       "      'refreshTime': '20221123151858',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1954319281.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=23&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=23',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '997ac596617df43a6fc5e5a3185cdff3',\n",
       "      'recruiterName': '卢女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'chatted': False,\n",
       "      'imId': '4d26494c54a77d5333f1d87ff4815723',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '62fc9cee804e287457021c6403u.png'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2254319281%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 9443633,\n",
       "      'link': 'https://www.liepin.com/company/9443633/',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '62fc973a9e4c1713c988b8b103u.jpg',\n",
       "      'compName': '雅全电子'},\n",
       "     'dataParams': '{\"jobId\":\"54319281\",\"userId\":\"997ac596617df43a6fc5e5a3185cdff3\",\"jobKind\":\"2\",\"recruiterName\":\"卢女士\",\"imId\":\"4d26494c54a77d5333f1d87ff4815723\",\"imUserType\":\"2\",\"recruiterPhoto\":\"62fc9cee804e287457021c6403u.png\"}'},\n",
       "    {'job': {'labels': ['客户端产品', '电子/半导体/集成电路', '用户研究'],\n",
       "      'salary': '10-12k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理（PM）',\n",
       "      'jobId': '56533879',\n",
       "      'refreshTime': '20230608101922',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1956533879.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=24&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=24',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterId': '1185646b724f9912c393eccc5f8b43d1',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '商务专员',\n",
       "      'chatted': False,\n",
       "      'imId': '0a4f64b46432b033a88090c0f9b26513',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2256533879%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 12830957,\n",
       "      'link': 'https://www.liepin.com/company/12830957/',\n",
       "      'compScale': '1-49人',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '60eeb62a5f5b8a6b840f236a08u.png',\n",
       "      'compName': '深圳市高维智创科技有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"56533879\",\"userId\":\"1185646b724f9912c393eccc5f8b43d1\",\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"imId\":\"0a4f64b46432b033a88090c0f9b26513\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '8-15k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'pm产品经理',\n",
       "      'jobId': '47135639',\n",
       "      'refreshTime': '20220216165525',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1947135639.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=25',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': 'dacd6a5aa3f238c18b38d6f56093b2cd',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'chatted': False,\n",
       "      'imId': '87308f241fde688761a8485668ee84be',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2247135639%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 13115993,\n",
       "      'link': 'https://www.liepin.com/company/13115993/',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '61a0c0e51bd4fb704ea367f707u.jpg',\n",
       "      'compName': '深圳市粤吉电子有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"47135639\",\"userId\":\"dacd6a5aa3f238c18b38d6f56093b2cd\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"imId\":\"87308f241fde688761a8485668ee84be\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['PM产品经理'],\n",
       "      'salary': '10-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '代理线PM产品经理（电力电子方向）',\n",
       "      'jobId': '55751165',\n",
       "      'refreshTime': '20230327164332',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955751165.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=26&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=26',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '676976ba8ba9ecb043ed27b6aa9920aa',\n",
       "      'recruiterName': '牟女士',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'imId': '74529eb458bb0f3c244e08c53f86302f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2255751165%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 7987788,\n",
       "      'link': 'https://www.liepin.com/company/7987788/',\n",
       "      'compScale': '500-999人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '620df5b4852ef53f0fc5b9d801u.png',\n",
       "      'compName': '深圳市凯新达电子有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"55751165\",\"userId\":\"676976ba8ba9ecb043ed27b6aa9920aa\",\"jobKind\":\"2\",\"recruiterName\":\"牟女士\",\"imId\":\"74529eb458bb0f3c244e08c53f86302f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['电子/半导体/集成电路', '产品规划'],\n",
       "      'salary': '8-16k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'IC MOS PM（产品经理）',\n",
       "      'jobId': '42655681',\n",
       "      'refreshTime': '20220112095751',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1942655681.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=27&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=27',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': '94fb0d3abd562875ae4d2efd2ed88bef',\n",
       "      'recruiterName': '谢女士',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'imId': '26ce67273142f28a022ab90404d3094b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2242655681%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 12362853,\n",
       "      'link': 'https://www.liepin.com/company/12362853/',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳市鑫鼎兴电子有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"42655681\",\"userId\":\"94fb0d3abd562875ae4d2efd2ed88bef\",\"jobKind\":\"2\",\"recruiterName\":\"谢女士\",\"imId\":\"26ce67273142f28a022ab90404d3094b\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['元器件产品经理', 'PM', '二三极管', 'MOS管'],\n",
       "      'salary': '25-30k·16薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '元器件产品经理PM（二三极管MOS管）',\n",
       "      'jobId': '59576335',\n",
       "      'refreshTime': '20230915103453',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1959576335.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=28&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=28',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': '536827c2c697d609f810b517e6edb438',\n",
       "      'recruiterName': '罗女士',\n",
       "      'recruiterTitle': '无',\n",
       "      'chatted': False,\n",
       "      'imId': 'd636d1b63f2cb5bbe4ebb60240f6ac35',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2259576335%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 13588741,\n",
       "      'link': 'https://www.liepin.com/company/13588741/',\n",
       "      'compScale': '500-999人',\n",
       "      'compLogo': '64a61cbb4beb94129c59f04c01u.png',\n",
       "      'compName': '深圳市天河星供应链有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"59576335\",\"userId\":\"536827c2c697d609f810b517e6edb438\",\"jobKind\":\"2\",\"recruiterName\":\"罗女士\",\"imId\":\"d636d1b63f2cb5bbe4ebb60240f6ac35\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['电子元器件',\n",
       "       '维护原厂关系 ',\n",
       "       '库存管控',\n",
       "       '与原厂价格谈判',\n",
       "       '单片机产品线',\n",
       "       '无线射频产品线',\n",
       "       '订单交期确定',\n",
       "       '支持销售',\n",
       "       '跟进重要客户',\n",
       "       '原厂价格谈判'],\n",
       "      'salary': '10-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '通讯事业部-产品经理（PM)',\n",
       "      'jobId': '61358687',\n",
       "      'refreshTime': '20231010094422',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1961358687.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=29&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=29',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': 'f969c2563637eedf6a8c132456e6099a',\n",
       "      'recruiterName': '程女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'chatted': False,\n",
       "      'imId': '05aaed5d4be9c2705ccdf9963d70cb82',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2261358687%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 8839503,\n",
       "      'link': 'https://www.liepin.com/company/8839503/',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '64fabb49da699477cab5723808u.png',\n",
       "      'compName': '宝创科技'},\n",
       "     'dataParams': '{\"jobId\":\"61358687\",\"userId\":\"f969c2563637eedf6a8c132456e6099a\",\"jobKind\":\"2\",\"recruiterName\":\"程女士\",\"imId\":\"05aaed5d4be9c2705ccdf9963d70cb82\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'salary': '10-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'pm产品经理（BOURNS/GD）',\n",
       "      'jobId': '45491147',\n",
       "      'refreshTime': '20230106153857',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1945491147.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=30&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=30',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '23b668b7ef4cec0daa4401da99b69788',\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'chatted': False,\n",
       "      'imId': 'f3f2d41ee0fe321eaaa70b13e477f173',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2245491147%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 9329168,\n",
       "      'link': 'https://www.liepin.com/company/9329168/',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '5bfe93da74719d9f609ab36d03a.png',\n",
       "      'compName': '深圳市富临通实业股份有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"45491147\",\"userId\":\"23b668b7ef4cec0daa4401da99b69788\",\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"imId\":\"f3f2d41ee0fe321eaaa70b13e477f173\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '20-30k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理PM',\n",
       "      'jobId': '53733605',\n",
       "      'refreshTime': '20221108191636',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1953733605.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=31',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '59155e63732ffa0eb9903f0bd7b26bb3',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '总经理',\n",
       "      'chatted': False,\n",
       "      'imId': '6044cbd70b5f5c7ad3bb4520db770433',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2253733605%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 8444719,\n",
       "      'link': 'https://www.liepin.com/company/8444719/',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '63f4970e3ee568020853bf4708u.png',\n",
       "      'compName': '深圳市汇芯微电子有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"53733605\",\"userId\":\"59155e63732ffa0eb9903f0bd7b26bb3\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"imId\":\"6044cbd70b5f5c7ad3bb4520db770433\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['新媒体', '市场洞察', '客户管理'],\n",
       "      'salary': '8-15k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '市场PM（市场产品经理）',\n",
       "      'jobId': '62102371',\n",
       "      'refreshTime': '20231010143954',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1962102371.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=32',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb',\n",
       "      'recruiterName': '董女士',\n",
       "      'recruiterTitle': 'HRD',\n",
       "      'chatted': False,\n",
       "      'imId': 'f01bd5ec019a068d99eeb040770b0b48',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2262102371%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 10044915,\n",
       "      'link': 'https://www.liepin.com/company/10044915/',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '6414141a471b9d0d5fff49f703u.png',\n",
       "      'compName': '华芯控股'},\n",
       "     'dataParams': '{\"jobId\":\"62102371\",\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"jobKind\":\"2\",\"recruiterName\":\"董女士\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['电子/半导体/集成电路',\n",
       "       '产品规划',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '数据分析',\n",
       "       '存储芯片',\n",
       "       'NAND'],\n",
       "      'salary': '20-40k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobId': '58727339',\n",
       "      'refreshTime': '20231010092118',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1958727339.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterId': 'ccdad52c2bbc660a07efab5c7119dcac',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'chatted': False,\n",
       "      'imId': 'f2bc966edf87465727604c803496f761',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '64edb1871913aa27489a503a05u.png'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2258727339%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 13146105,\n",
       "      'link': 'https://www.liepin.com/company/13146105/',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '62f463c85732892a6615046607u.png',\n",
       "      'compName': '联和存储科技(江苏)有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"58727339\",\"userId\":\"ccdad52c2bbc660a07efab5c7119dcac\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"imId\":\"f2bc966edf87465727604c803496f761\",\"imUserType\":\"2\",\"recruiterPhoto\":\"64edb1871913aa27489a503a05u.png\"}'},\n",
       "    {'job': {'labels': ['电子/半导体/集成电路', '产品规划', '团队管理', '产品优化'],\n",
       "      'salary': '40-60k',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobId': '48626171',\n",
       "      'refreshTime': '20231010104809',\n",
       "      'jobKind': '1',\n",
       "      'link': 'https://www.liepin.com/a/48626171.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'requireEduLevel': '学历不限'},\n",
       "     'recruiter': {'recruiterId': '868304a795f24fd2578045cabdc23e35',\n",
       "      'recruiterName': '卓女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'chatted': False,\n",
       "      'imId': '95ae3e68cbd8f03d337193710fe42056',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5dd389a1d38a3d7423d99d5105u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2248626171%22%2C%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '医疗健康',\n",
       "      'link': '',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司'},\n",
       "     'dataParams': '{\"jobId\":\"48626171\",\"userId\":\"868304a795f24fd2578045cabdc23e35\",\"jobKind\":\"1\",\"recruiterName\":\"卓女士\",\"imId\":\"95ae3e68cbd8f03d337193710fe42056\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5dd389a1d38a3d7423d99d5105u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '20-40k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': 'PM产品经理（功率器件）',\n",
       "      'jobId': '61436019',\n",
       "      'refreshTime': '20231008092358',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1961436019.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': 'e055293ceb97e8ba80dc6f4632770b9d',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'imId': '1031b754d0cf9461f76fdb90ccba96fb',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5bd3bc2c8e50b2deb642ce5704a.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2261436019%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 9599779,\n",
       "      'link': 'https://www.liepin.com/company/9599779/',\n",
       "      'compScale': '500-999人',\n",
       "      'compLogo': '5eb8fc87f2540204574348cf07u.png',\n",
       "      'compName': '深圳市晶台股份有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"61436019\",\"userId\":\"e055293ceb97e8ba80dc6f4632770b9d\",\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"imId\":\"1031b754d0cf9461f76fdb90ccba96fb\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5bd3bc2c8e50b2deb642ce5704a.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '20-40k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理PM',\n",
       "      'jobId': '58208343',\n",
       "      'refreshTime': '20231011163858',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1958208343.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'recruiterId': '24f3d5d089964746ed09fa073d95778c',\n",
       "      'recruiterName': '龙女士',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'imId': '4c76487de2977a3ff613adff368c4fcc',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2258208343%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 9300491,\n",
       "      'link': 'https://www.liepin.com/company/9300491/',\n",
       "      'compScale': '1-49人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61dd3ac4fc9a4b46dbcc015d07u.jpg',\n",
       "      'compName': 'PAWPAW'},\n",
       "     'dataParams': '{\"jobId\":\"58208343\",\"userId\":\"24f3d5d089964746ed09fa073d95778c\",\"jobKind\":\"2\",\"recruiterName\":\"龙女士\",\"imId\":\"4c76487de2977a3ff613adff368c4fcc\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['FAE推广经验', 'MCU FLASH 马达驱动', '产品经理'],\n",
       "      'salary': '15-30k·13薪',\n",
       "      'title': '芯片PM/产品经理',\n",
       "      'jobId': '49034385',\n",
       "      'refreshTime': '20230831114656',\n",
       "      'jobKind': '1',\n",
       "      'link': 'https://www.liepin.com/a/49034385.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': 'c5ef68a3d93d003709bb7f3e75625c3e',\n",
       "      'recruiterName': '颜女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'chatted': False,\n",
       "      'imId': '028b3e8302ac6a76fbc645f98a948c5b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '619300c394769f74044e3b7908u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2249034385%22%2C%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': '',\n",
       "      'compScale': '1-49人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某深圳电子/半导体/集成电路公司'},\n",
       "     'dataParams': '{\"jobId\":\"49034385\",\"userId\":\"c5ef68a3d93d003709bb7f3e75625c3e\",\"jobKind\":\"1\",\"recruiterName\":\"颜女士\",\"imId\":\"028b3e8302ac6a76fbc645f98a948c5b\",\"imUserType\":\"2\",\"recruiterPhoto\":\"619300c394769f74044e3b7908u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'salary': '15-25k·18薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理PM（国产线--华润微、芯朋微等）',\n",
       "      'jobId': '60686811',\n",
       "      'refreshTime': '20231007173843',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1960686811.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '6fdaf3efbffc15fb9a1b372cd0d54045',\n",
       "      'recruiterName': '贾女士',\n",
       "      'recruiterTitle': 'HR招聘',\n",
       "      'chatted': False,\n",
       "      'imId': '7b0110f1d286b2a7acd19bcabb3b6f15',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2260686811%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 7977355,\n",
       "      'link': 'https://www.liepin.com/company/7977355/',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '5bfe9c1474719df0ac9a24de03a.png',\n",
       "      'compName': '福建睿能科技'},\n",
       "     'dataParams': '{\"jobId\":\"60686811\",\"userId\":\"6fdaf3efbffc15fb9a1b372cd0d54045\",\"jobKind\":\"2\",\"recruiterName\":\"贾女士\",\"imId\":\"7b0110f1d286b2a7acd19bcabb3b6f15\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['客户端产品',\n",
       "       '定价/竞价产品',\n",
       "       '策略产品',\n",
       "       '电子/半导体/集成电路',\n",
       "       '需求挖掘',\n",
       "       '用户研究',\n",
       "       '团队管理'],\n",
       "      'salary': '12-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'title': '产品经理（pm）深圳',\n",
       "      'jobId': '58176355',\n",
       "      'refreshTime': '20230427102409',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1958176355.shtml',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=tf0pt38ptv5idudxnqu3xjt13ity4m7b&fkId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&ckId=82it7xx6lfcdc7jrp7la8h6t8rhhevf8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'recruiterId': '03d7bbf45f592b5e491bc7a716e5d09f',\n",
       "      'recruiterName': '缪女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'chatted': False,\n",
       "      'imId': 'acc2df4b1588c213b74007bb53955074',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2258176355%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22tf0pt38ptv5idudxnqu3xjt13ity4m7b%22%2C%22fkId%22%3A%2282it7xx6lfcdc7jrp7la8h6t8rhhevf8%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 9196023,\n",
       "      'link': 'https://www.liepin.com/company/9196023/',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfe949074719dc6ed73f25e03a.png',\n",
       "      'compName': '苏州达亚电子有限公司'},\n",
       "     'dataParams': '{\"jobId\":\"58176355\",\"userId\":\"03d7bbf45f592b5e491bc7a716e5d09f\",\"jobKind\":\"2\",\"recruiterName\":\"缪女士\",\"imId\":\"acc2df4b1588c213b74007bb53955074\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': '82it7xx6lfcdc7jrp7la8h6t8rhhevf8',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'tf0pt38ptv5idudxnqu3xjt13ity4m7b',\n",
       "   'fkId': '82it7xx6lfcdc7jrp7la8h6t8rhhevf8'},\n",
       "  'pagination': {'pageSize': 40,\n",
       "   'totalPage': 10,\n",
       "   'currentPage': 0,\n",
       "   'totalCounts': 806,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1167feca",
   "metadata": {},
   "source": [
    "* 笔记：\n",
    "* 动态页面获取关键步骤：\n",
    "> 1. 如果获取不到数据，请首先做模拟用户，即模拟浏览器headers\n",
    "> 2. 检查F12 Network 部分 XHR 中参数的信息，确保与浏览器参数一致，先保证可以获取到数据\n",
    "> 3. 在2的基础上，根据我们的数据需求优化参数数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "99c8e045",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 关于liepin核心参数的详细信息获取（帮助我们后续的分类查询）\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job-cond-init',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers  # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "be48a629",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'workExperiences': [{'code': '1', 'name': '应届生'},\n",
       "   {'code': '2', 'name': '实习生'},\n",
       "   {'code': '0$1', 'name': '1年以内'},\n",
       "   {'code': '1$3', 'name': '1-3年'},\n",
       "   {'code': '3$5', 'name': '3-5年'},\n",
       "   {'code': '5$10', 'name': '5-10年'},\n",
       "   {'code': '10$999', 'name': '10年以上'}],\n",
       "  'jobKinds': [{'code': '1', 'name': '猎头职位'}, {'code': '2', 'name': '企业职位'}],\n",
       "  'dqs': [],\n",
       "  'hotCities': [{'code': '410', 'name': '全国'},\n",
       "   {'code': '010', 'name': '北京'},\n",
       "   {'code': '020', 'name': '上海'},\n",
       "   {'code': '030', 'name': '天津'},\n",
       "   {'code': '040', 'name': '重庆'},\n",
       "   {'code': '050020', 'name': '广州'},\n",
       "   {'code': '050090', 'name': '深圳'},\n",
       "   {'code': '060080', 'name': '苏州'},\n",
       "   {'code': '060020', 'name': '南京'},\n",
       "   {'code': '070020', 'name': '杭州'},\n",
       "   {'code': '210040', 'name': '大连'},\n",
       "   {'code': '280020', 'name': '成都'},\n",
       "   {'code': '170020', 'name': '武汉'},\n",
       "   {'code': '270020', 'name': '西安'}],\n",
       "  'pubTimes': [{'code': '', 'name': '不限'},\n",
       "   {'code': '1', 'name': '一天以内'},\n",
       "   {'code': '3', 'name': '三天以内'},\n",
       "   {'code': '7', 'name': '一周以内'},\n",
       "   {'code': '30', 'name': '一个月以内'}],\n",
       "  'educations': [{'code': '010', 'name': '博士'},\n",
       "   {'code': '020', 'name': 'MBA/EMBA'},\n",
       "   {'code': '030', 'name': '硕士'},\n",
       "   {'code': '040', 'name': '本科'},\n",
       "   {'code': '050', 'name': '大专'},\n",
       "   {'code': '060', 'name': '中专/中技'},\n",
       "   {'code': '080', 'name': '高中'},\n",
       "   {'code': '090', 'name': '初中及以下'}],\n",
       "  'financeStages': [{'code': '01', 'name': '天使轮'},\n",
       "   {'code': '02', 'name': 'A轮'},\n",
       "   {'code': '03', 'name': 'B轮'},\n",
       "   {'code': '04', 'name': 'C轮'},\n",
       "   {'code': '05', 'name': 'D轮及以上'},\n",
       "   {'code': '06', 'name': '已上市'},\n",
       "   {'code': '07', 'name': '战略融资'},\n",
       "   {'code': '08', 'name': '融资未公开'},\n",
       "   {'code': '99', 'name': '其他'}],\n",
       "  'compNatures': [{'code': '010', 'name': '外商独资·外企办事处'},\n",
       "   {'code': '020', 'name': '中外合营(合资·合作)'},\n",
       "   {'code': '030', 'name': '私营·民营企业'},\n",
       "   {'code': '040', 'name': '国有企业'},\n",
       "   {'code': '050', 'name': '国内上市公司'},\n",
       "   {'code': '060', 'name': '政府机关/非盈利机构'},\n",
       "   {'code': '070', 'name': '事业单位'},\n",
       "   {'code': '999', 'name': '其他'}],\n",
       "  'famousComps': [{'code': 'qua_0004', 'name': '财富中国500强'},\n",
       "   {'code': 'qua_0009', 'name': '创新企业100强'},\n",
       "   {'code': 'qua_0005', 'name': '制造业500强'},\n",
       "   {'code': 'qua_0003', 'name': '专精特新企业'},\n",
       "   {'code': 'qua_0001', 'name': '高新技术企业'},\n",
       "   {'code': 'qua_0008', 'name': '独角兽'}],\n",
       "  'compScales': [{'code': '010', 'name': '1-49人'},\n",
       "   {'code': '020', 'name': '50-99人'},\n",
       "   {'code': '030', 'name': '100-499人'},\n",
       "   {'code': '040', 'name': '500-999人'},\n",
       "   {'code': '050', 'name': '1000-2000人'},\n",
       "   {'code': '060', 'name': '2000-5000人'},\n",
       "   {'code': '070', 'name': '5000-10000人'},\n",
       "   {'code': '080', 'name': '10000人以上'}],\n",
       "  'industries': [{'children': [{'code': 'H01', 'name': '不限'},\n",
       "     {'code': 'H0001', 'name': '游戏'},\n",
       "     {'code': 'H0002', 'name': '电子商务'},\n",
       "     {'code': 'H0003', 'name': '新零售'},\n",
       "     {'code': 'H0004', 'name': '在线社交/媒体'},\n",
       "     {'code': 'H0005', 'name': '生活服务O2O'},\n",
       "     {'code': 'H0006', 'name': '在线教育'},\n",
       "     {'code': 'H0007', 'name': '互联网医疗'},\n",
       "     {'code': 'H0008', 'name': '云计算/大数据'},\n",
       "     {'code': 'H0009', 'name': '人工智能'},\n",
       "     {'code': 'H0010', 'name': '物联网'},\n",
       "     {'code': 'H0011', 'name': '区块链'},\n",
       "     {'code': 'H0012', 'name': '网络/信息安全'},\n",
       "     {'code': 'H0013', 'name': '计算机软件'},\n",
       "     {'code': 'H0014', 'name': '计算机硬件'},\n",
       "     {'code': 'H0015', 'name': '智能硬件'},\n",
       "     {'code': 'H0016', 'name': 'IT服务'},\n",
       "     {'code': 'H0017', 'name': '互联网'}],\n",
       "    'code': 'H01',\n",
       "    'name': 'IT/互联网/游戏'},\n",
       "   {'children': [{'code': 'H02', 'name': '不限'},\n",
       "     {'code': 'H0018', 'name': '电子/半导体/集成电路'},\n",
       "     {'code': 'H0019', 'name': '智能硬件'},\n",
       "     {'code': 'H0020', 'name': '运营商/增值服务'},\n",
       "     {'code': 'H0021', 'name': '通信设备'}],\n",
       "    'code': 'H02',\n",
       "    'name': '电子/通信/半导体'},\n",
       "   {'children': [{'code': 'H03', 'name': '不限'},\n",
       "     {'code': 'H0022', 'name': '房地产开发经营'},\n",
       "     {'code': 'H0023', 'name': '房地产租赁/中介'},\n",
       "     {'code': 'H0024', 'name': '物业/商业管理'},\n",
       "     {'code': 'H0025', 'name': '建材'},\n",
       "     {'code': 'H0026', 'name': '工程管理/勘察/监理'},\n",
       "     {'code': 'H0027', 'name': '建筑/工程设计'},\n",
       "     {'code': 'H0028', 'name': '工程施工'},\n",
       "     {'code': 'H0029', 'name': '装饰装修'}],\n",
       "    'code': 'H03',\n",
       "    'name': '房地产/建筑'},\n",
       "   {'children': [{'code': 'H04', 'name': '不限'},\n",
       "     {'code': 'H0030', 'name': '银行'},\n",
       "     {'code': 'H0031', 'name': '保险'},\n",
       "     {'code': 'H0032', 'name': '基金/证券/期货'},\n",
       "     {'code': 'H0033', 'name': '资产管理'},\n",
       "     {'code': 'H0034', 'name': '担保/拍卖/典当'},\n",
       "     {'code': 'H0035', 'name': '信托'},\n",
       "     {'code': 'H0036', 'name': '科技金融'},\n",
       "     {'code': 'H0037', 'name': '融资租赁/保理'},\n",
       "     {'code': 'H0038', 'name': '其他金融'}],\n",
       "    'code': 'H04',\n",
       "    'name': '金融'},\n",
       "   {'children': [{'code': 'H05', 'name': '不限'},\n",
       "     {'code': 'H0039', 'name': '食品/饮料/酒水'},\n",
       "     {'code': 'H0040', 'name': '日化'},\n",
       "     {'code': 'H0041', 'name': '烟草'},\n",
       "     {'code': 'H0042', 'name': '服装/纺织/皮革'},\n",
       "     {'code': 'H0043', 'name': '家具/家居'},\n",
       "     {'code': 'H0044', 'name': '家电'},\n",
       "     {'code': 'H0045', 'name': '办公用品/设备'},\n",
       "     {'code': 'H0046', 'name': '工艺品'},\n",
       "     {'code': 'H0047', 'name': '珠宝/首饰'},\n",
       "     {'code': 'H0048', 'name': '文娱用品/器材'},\n",
       "     {'code': 'H0049', 'name': '日用杂品'}],\n",
       "    'code': 'H05',\n",
       "    'name': '消费品'},\n",
       "   {'children': [{'code': 'H06', 'name': '不限'},\n",
       "     {'code': 'H0050', 'name': '制药'},\n",
       "     {'code': 'H0051', 'name': '生物技术'},\n",
       "     {'code': 'H0052', 'name': '医疗器械'},\n",
       "     {'code': 'H0053', 'name': '医疗机构'},\n",
       "     {'code': 'H0054', 'name': '医药流通'},\n",
       "     {'code': 'H0055', 'name': '医药外包'}],\n",
       "    'code': 'H06',\n",
       "    'name': '医疗健康'},\n",
       "   {'children': [{'code': 'H07', 'name': '不限'},\n",
       "     {'code': 'H0056', 'name': '汽车零部件及配件'},\n",
       "     {'code': 'H0057', 'name': '整车制造'},\n",
       "     {'code': 'H0058', 'name': '新能源汽车'},\n",
       "     {'code': 'H0059', 'name': '汽车交易/后市场'}],\n",
       "    'code': 'H07',\n",
       "    'name': '汽车'},\n",
       "   {'children': [{'code': 'H08', 'name': '不限'},\n",
       "     {'code': 'H0060', 'name': '机械/设备'},\n",
       "     {'code': 'H0061', 'name': '电气机械/器材'},\n",
       "     {'code': 'H0062', 'name': '仪器仪表'},\n",
       "     {'code': 'H0063', 'name': '轨道交通/船舶设备'},\n",
       "     {'code': 'H0064', 'name': '航空/航天设备'},\n",
       "     {'code': 'H0065', 'name': '新材料'},\n",
       "     {'code': 'H0066', 'name': '金属制品'},\n",
       "     {'code': 'H0067', 'name': '非金属矿物制品'},\n",
       "     {'code': 'H0068', 'name': '橡胶/塑料制品'},\n",
       "     {'code': 'H0069', 'name': '印刷/包装/造纸'},\n",
       "     {'code': 'H0070', 'name': '工业自动化'},\n",
       "     {'code': 'H0071', 'name': '家电'},\n",
       "     {'code': 'H0072', 'name': '家具/家居'},\n",
       "     {'code': 'H0073', 'name': '其他制造业'}],\n",
       "    'code': 'H08',\n",
       "    'name': '机械/制造'},\n",
       "   {'children': [{'code': 'H09', 'name': '不限'},\n",
       "     {'code': 'H0074', 'name': '学前教育'},\n",
       "     {'code': 'H0075', 'name': '学校教育'},\n",
       "     {'code': 'H0076', 'name': '培训服务'},\n",
       "     {'code': 'H0077', 'name': '其他教育培训'}],\n",
       "    'code': 'H09',\n",
       "    'name': '教育培训'},\n",
       "   {'children': [{'code': 'H10', 'name': '不限'},\n",
       "     {'code': 'H0078', 'name': '法律服务'},\n",
       "     {'code': 'H0079', 'name': '人力资源服务'},\n",
       "     {'code': 'H0080', 'name': '财务/审计/税务'},\n",
       "     {'code': 'H0081', 'name': '知识产权服务'},\n",
       "     {'code': 'H0082', 'name': '翻译服务'},\n",
       "     {'code': 'H0083', 'name': '咨询服务'},\n",
       "     {'code': 'H0084', 'name': '租赁业'},\n",
       "     {'code': 'H0085', 'name': '检测/认证'},\n",
       "     {'code': 'H0086', 'name': '学术/科研'},\n",
       "     {'code': 'H0087', 'name': '专业技术服务'},\n",
       "     {'code': 'H0088', 'name': '科技推广服务'},\n",
       "     {'code': 'H0089', 'name': '其他商务服务业'}],\n",
       "    'code': 'H10',\n",
       "    'name': '科研技术/商务服务'},\n",
       "   {'children': [{'code': 'H11', 'name': '不限'},\n",
       "     {'code': 'H0090', 'name': '广告/公关/会展'},\n",
       "     {'code': 'H0091', 'name': '广播/影视/录音'},\n",
       "     {'code': 'H0092', 'name': '新闻和出版业'},\n",
       "     {'code': 'H0093', 'name': '文化艺术业'},\n",
       "     {'code': 'H0094', 'name': '体育'}],\n",
       "    'code': 'H11',\n",
       "    'name': '广告/传媒/文化/体育'},\n",
       "   {'children': [{'code': 'H12', 'name': '不限'},\n",
       "     {'code': 'H0095', 'name': '餐饮业'},\n",
       "     {'code': 'H0096', 'name': '酒店/民宿'},\n",
       "     {'code': 'H0097', 'name': '旅游'},\n",
       "     {'code': 'H0098', 'name': '室内娱乐'},\n",
       "     {'code': 'H0099', 'name': '家政服务'},\n",
       "     {'code': 'H0100', 'name': '养老服务'},\n",
       "     {'code': 'H0101', 'name': '美容/美发/保健'},\n",
       "     {'code': 'H0102', 'name': '婚嫁/摄影'},\n",
       "     {'code': 'H0103', 'name': '宠物服务'},\n",
       "     {'code': 'H0104', 'name': '其他生活服务'}],\n",
       "    'code': 'H12',\n",
       "    'name': '生活服务'},\n",
       "   {'children': [{'code': 'H13', 'name': '不限'},\n",
       "     {'code': 'H0105', 'name': '民航/铁路/公路/水路客运'},\n",
       "     {'code': 'H0106', 'name': '货运/物流/仓储'},\n",
       "     {'code': 'H0107', 'name': '邮政/快递'},\n",
       "     {'code': 'H0108', 'name': '贸易/进出口'},\n",
       "     {'code': 'H0109', 'name': '批发/零售'}],\n",
       "    'code': 'H13',\n",
       "    'name': '交通/物流/贸易/零售'},\n",
       "   {'children': [{'code': 'H14', 'name': '不限'},\n",
       "     {'code': 'H0110', 'name': '矿产开采'},\n",
       "     {'code': 'H0111', 'name': '金属冶炼'},\n",
       "     {'code': 'H0112', 'name': '煤炭/燃料加工'},\n",
       "     {'code': 'H0113', 'name': '电力/热力/燃气/水务'},\n",
       "     {'code': 'H0114', 'name': '新能源'},\n",
       "     {'code': 'H0115', 'name': '石化'},\n",
       "     {'code': 'H0116', 'name': '化工'},\n",
       "     {'code': 'H0117', 'name': '环保'}],\n",
       "    'code': 'H14',\n",
       "    'name': '能源/化工/环保'},\n",
       "   {'children': [{'code': 'H15', 'name': '不限'},\n",
       "     {'code': 'H0118', 'name': '政府/公共事业'},\n",
       "     {'code': 'H0119', 'name': '非营利组织'},\n",
       "     {'code': 'H0120', 'name': '农/林/牧/渔'},\n",
       "     {'code': 'H0121', 'name': '其他行业'}],\n",
       "    'code': 'H15',\n",
       "    'name': '政府/非营利组织/其他'}],\n",
       "  'salaries': [{'code': '0$3', 'name': '3K以下'},\n",
       "   {'code': '3$5', 'name': '3K-5k'},\n",
       "   {'code': '5$10', 'name': '5K-10k'},\n",
       "   {'code': '10$20', 'name': '10K-20k'},\n",
       "   {'code': '20$40', 'name': '20K-40k'},\n",
       "   {'code': '40$60', 'name': '40K-60k'},\n",
       "   {'code': '60$999', 'name': '60K以上'}]}}"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "condition = r.json()\n",
    "condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "a81e9069",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据数据需求优化请求参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "693ceb0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "a9be2f07",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"62006783\",\"userId\":\"88346fad5354e50f...</td>\n",
       "      <td>[AI人工智能产品, 硬件产品, 数据产品, 人工智能, 硬件系统集成, 产品设计, 产品优...</td>\n",
       "      <td>30-60k·14薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>高级产品经理（AI大模型方向）</td>\n",
       "      <td>62006783</td>\n",
       "      <td>20231007134459</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
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       "      <td>2</td>\n",
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       "      <td>人力资源服务</td>\n",
       "      <td>9812461.0</td>\n",
       "      <td>https://www.liepin.com/company/9812461/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>63ec8bd5602f3e26bf895b8504u.png</td>\n",
       "      <td>Wisest Talent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"55813149\",\"userId\":\"528e15c8112a4b27...</td>\n",
       "      <td>[产品规划, 硬件产品, 智能硬件, 硬件系统集成, 电子/半导体/集成电路, to B, ...</td>\n",
       "      <td>15-25k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理</td>\n",
       "      <td>55813149</td>\n",
       "      <td>20231011083752</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5d8cf25eda94cb898b0ca3877d009dea</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>8902900.0</td>\n",
       "      <td>https://www.liepin.com/company/8902900/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>6247e29b8b3085584724888906u.png</td>\n",
       "      <td>深圳市诺安智能股份有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"61957529\",\"userId\":\"c8ca7e3c63a4d87e...</td>\n",
       "      <td>[ERP产品, 财务数字化]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>系统分析师岗(J10122)</td>\n",
       "      <td>61957529</td>\n",
       "      <td>20231011170439</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>d1b0975927ef71c1e37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1873837.0</td>\n",
       "      <td>https://www.liepin.com/company/1873837/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63e09e8d858e453dd556dd8e02u.png</td>\n",
       "      <td>南方电网数字平台科技(广东)有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"36908035\",\"userId\":\"d4be0c7af21e6220...</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Lazada-Data Product Manager-流量数据产品经理（深圳）</td>\n",
       "      <td>36908035</td>\n",
       "      <td>20210311143004</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>4a4ece35206ffdf578f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"43765787\",\"userId\":\"435b286bb8f76f8f...</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理 PLM PM</td>\n",
       "      <td>43765787</td>\n",
       "      <td>20230821133647</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1302b01334b547df3eae059a38e31609</td>\n",
       "      <td>2</td>\n",
       "      <td>6098fbd5919e256bc8d799fe03u.png</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>1069385.0</td>\n",
       "      <td>https://www.liepin.com/company/1069385/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9df574719d2aa34b7b2203a.png</td>\n",
       "      <td>伊顿中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"61924043\",\"userId\":\"49456bf7c47ad70d...</td>\n",
       "      <td>[产品规划, 市场调研, 用户研究, 电子商务]</td>\n",
       "      <td>13-16k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>61924043</td>\n",
       "      <td>20230928114733</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>b736db3b42e0395a5ffa3c8d56bb2e9d</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>13629967.0</td>\n",
       "      <td>https://www.liepin.com/company/13629967/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳中积芯科技有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"44022163\",\"userId\":\"c204e12c186b70d5...</td>\n",
       "      <td>[ppt, 需求分析, 硬件产品]</td>\n",
       "      <td>13-18k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>44022163</td>\n",
       "      <td>20211018102103</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>c01b7239c29322d914c33c05749ae593</td>\n",
       "      <td>2</td>\n",
       "      <td>616d0eaff3e81c74a137689a06u.png</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>10047697.0</td>\n",
       "      <td>https://www.liepin.com/company/10047697/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>6163dc033df70d56f3b601a406u.png</td>\n",
       "      <td>BroadLink</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"49967313\",\"userId\":\"8a9f7420efe1111f...</td>\n",
       "      <td>[功率器件]</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>49967313</td>\n",
       "      <td>20231011175141</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>f6dc9ce90b0921a49ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>5db1849947b2f02171adf34907u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某深圳大型电子/半导体/集成电路公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"47307987\",\"userId\":\"dd0950349f402d21...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>47307987</td>\n",
       "      <td>20231011103916</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>784c2b987245e47cc3598071a0e218f7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>9579944.0</td>\n",
       "      <td>https://www.liepin.com/company/9579944/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市盈辉电子有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"62090485\",\"userId\":\"b9cea00180e563e9...</td>\n",
       "      <td>[B端产品, 科创金融]</td>\n",
       "      <td>35-55k·15薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>金融产品专家</td>\n",
       "      <td>62090485</td>\n",
       "      <td>20231010102517</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>69764257b9c195d54f291cecbb89c1d2</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>云计算/大数据</td>\n",
       "      <td>9314301.0</td>\n",
       "      <td>https://www.liepin.com/company/9314301/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>601114407712265ad007e35206u.png</td>\n",
       "      <td>企知道网络技术有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"61168405\",\"userId\":\"27b40b320914b243...</td>\n",
       "      <td>[数据产品, 数据分析, 产品规划, 团队管理, 用户研究]</td>\n",
       "      <td>20-50k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>特效工具产品经理-智能创作  Effects Tools Product Manager-I...</td>\n",
       "      <td>61168405</td>\n",
       "      <td>20231006012913</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>f6b7241c2baec70cb55f541d35f91cff</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>7863078.0</td>\n",
       "      <td>https://www.liepin.com/company/7863078/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>其他</td>\n",
       "      <td>5d887b5528021708fa52b44403u.jpg</td>\n",
       "      <td>字节跳动</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"55750935\",\"userId\":\"a58562f9e895113a...</td>\n",
       "      <td>[电子/半导体/集成电路, 市场调研, 团队管理]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>55750935</td>\n",
       "      <td>20230720144759</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>63f83a66035b4f9686da8f3a9139f92c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>8028167.0</td>\n",
       "      <td>https://www.liepin.com/company/8028167/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfea08974719d2aa34bfb9303a.png</td>\n",
       "      <td>道径电子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"60604499\",\"userId\":\"c2a37beb635ce04c...</td>\n",
       "      <td>[]</td>\n",
       "      <td>10-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>60604499</td>\n",
       "      <td>20230807163133</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3665e3a34b0ddcc0af3ffeaad667fde0</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>12157595.0</td>\n",
       "      <td>https://www.liepin.com/company/12157595/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市亿诚伟业电子有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"57342597\",\"userId\":\"0f490e3b52d7b4d2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PM 产品经理</td>\n",
       "      <td>57342597</td>\n",
       "      <td>20231011101943</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>073e7f3d615fbf4744028f553778c6e1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>https://www.liepin.com/company/8921762/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>鹏源电子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"62032011\",\"userId\":\"0e245805142ef4c1...</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>海外高级产品经理</td>\n",
       "      <td>62032011</td>\n",
       "      <td>20231008113412</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>e039bfb898b83729e474946c099a7055</td>\n",
       "      <td>2</td>\n",
       "      <td>638d53d8ed72de1d9178ca3f06u.png</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>13339939.0</td>\n",
       "      <td>https://www.liepin.com/company/13339939/</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>63896aedf0e9fd244d8a172206u.png</td>\n",
       "      <td>深圳绣水铭山科技有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"38687185\",\"userId\":\"784ac3ccc4474b6f...</td>\n",
       "      <td>[产品规划, 运营管理]</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>38687185</td>\n",
       "      <td>20230714142301</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>361ab007f8a1697171de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>10016683.0</td>\n",
       "      <td>https://www.liepin.com/company/10016683/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市宏旺微电子有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"60775157\",\"userId\":\"e040df2a2277bc9e...</td>\n",
       "      <td>[模拟电源, PM, 产品经理, 二极管, 元器件]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品线经理 （PM）</td>\n",
       "      <td>60775157</td>\n",
       "      <td>20230814102813</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>4ef5526798483a4de37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>12260991.0</td>\n",
       "      <td>https://www.liepin.com/company/12260991/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61d5701e9c49ff7ec564562301u.png</td>\n",
       "      <td>中印云端</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"59431759\",\"userId\":\"0f490e3b52d7b4d2...</td>\n",
       "      <td>[产品线, 功率器件, 电子/半导体/集成电路, 半导体, 储能电源, 光伏, 光伏逆变器,...</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>59431759</td>\n",
       "      <td>20231011101943</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>073e7f3d615fbf4744028f553778c6e1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>https://www.liepin.com/company/8921762/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>鹏源电子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"61134675\",\"userId\":\"76f3f7f69d40d2e0...</td>\n",
       "      <td>[硬件产品, TOC, C端产品]</td>\n",
       "      <td>15-30k·14薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>硬件产品经理（游戏外设）(A45363)</td>\n",
       "      <td>61134675</td>\n",
       "      <td>20230913202750</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>fadfa132d5d128799f90a7bcfdb96d0e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>8679553.0</td>\n",
       "      <td>https://www.liepin.com/company/8679553/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5e45f03429d83a67544b147e08u.jpg</td>\n",
       "      <td>飞智科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"62089313\",\"userId\":\"17a0d198b3414dff...</td>\n",
       "      <td>[]</td>\n",
       "      <td>35-45k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品总监</td>\n",
       "      <td>62089313</td>\n",
       "      <td>20231010101025</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>fc0c629536ac46df17c4cef3d8aaac05</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>9812461.0</td>\n",
       "      <td>https://www.liepin.com/company/9812461/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>63ec8bd5602f3e26bf895b8504u.png</td>\n",
       "      <td>Wisest Talent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"48634761\",\"userId\":\"a3efebbe5476fd14...</td>\n",
       "      <td>[电子元器件, 半导体, 电子/半导体/集成电路]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品线经理PM 交通补贴 (154354)</td>\n",
       "      <td>48634761</td>\n",
       "      <td>20230815174402</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>bf831b7e81387f4345913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>6305cf61b77e512ba9da292908u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1-49人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某深圳计算机软件公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"57179331\",\"userId\":\"6bd83db4d420cd80...</td>\n",
       "      <td>[to C, 产品规划, 团队管理]</td>\n",
       "      <td>14-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>57179331</td>\n",
       "      <td>20230707142907</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>27fdfc91f6dc9809b64be310238bddad</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>13391655.0</td>\n",
       "      <td>https://www.liepin.com/company/13391655/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>619fea551bd4fb704e8f5f9304u.jpg</td>\n",
       "      <td>深圳市宣盈科技有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"59037701\",\"userId\":\"3ed0a57b953381ec...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>59037701</td>\n",
       "      <td>20230707141108</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>c2a7b3c534d4f3e28d1ff84e0a6c6898</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>12148501.0</td>\n",
       "      <td>https://www.liepin.com/company/12148501/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>5f6bf74a79c7cc70efb0449807u.png</td>\n",
       "      <td>深圳市华信科科技有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"54319281\",\"userId\":\"997ac596617df43a...</td>\n",
       "      <td>[数据产品, 电子/半导体/集成电路, 市场调研, 产品规划, 数据分析]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>54319281</td>\n",
       "      <td>20221123151858</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>4d26494c54a77d5333f1d87ff4815723</td>\n",
       "      <td>2</td>\n",
       "      <td>62fc9cee804e287457021c6403u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>9443633.0</td>\n",
       "      <td>https://www.liepin.com/company/9443633/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>62fc973a9e4c1713c988b8b103u.jpg</td>\n",
       "      <td>雅全电子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"56533879\",\"userId\":\"1185646b724f9912...</td>\n",
       "      <td>[客户端产品, 电子/半导体/集成电路, 用户研究]</td>\n",
       "      <td>10-12k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理（PM）</td>\n",
       "      <td>56533879</td>\n",
       "      <td>20230608101922</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0a4f64b46432b033a88090c0f9b26513</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>12830957.0</td>\n",
       "      <td>https://www.liepin.com/company/12830957/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>其他</td>\n",
       "      <td>60eeb62a5f5b8a6b840f236a08u.png</td>\n",
       "      <td>深圳市高维智创科技有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"47135639\",\"userId\":\"dacd6a5aa3f238c1...</td>\n",
       "      <td>[]</td>\n",
       "      <td>8-15k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>47135639</td>\n",
       "      <td>20220216165525</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>87308f241fde688761a8485668ee84be</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>13115993.0</td>\n",
       "      <td>https://www.liepin.com/company/13115993/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61a0c0e51bd4fb704ea367f707u.jpg</td>\n",
       "      <td>深圳市粤吉电子有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"55751165\",\"userId\":\"676976ba8ba9ecb0...</td>\n",
       "      <td>[PM产品经理]</td>\n",
       "      <td>10-30k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>代理线PM产品经理（电力电子方向）</td>\n",
       "      <td>55751165</td>\n",
       "      <td>20230327164332</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>74529eb458bb0f3c244e08c53f86302f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>7987788.0</td>\n",
       "      <td>https://www.liepin.com/company/7987788/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>620df5b4852ef53f0fc5b9d801u.png</td>\n",
       "      <td>深圳市凯新达电子有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"42655681\",\"userId\":\"94fb0d3abd562875...</td>\n",
       "      <td>[电子/半导体/集成电路, 产品规划]</td>\n",
       "      <td>8-16k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>IC MOS PM（产品经理）</td>\n",
       "      <td>42655681</td>\n",
       "      <td>20220112095751</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>26ce67273142f28a022ab90404d3094b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>12362853.0</td>\n",
       "      <td>https://www.liepin.com/company/12362853/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市鑫鼎兴电子有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"59576335\",\"userId\":\"536827c2c697d609...</td>\n",
       "      <td>[元器件产品经理, PM, 二三极管, MOS管]</td>\n",
       "      <td>25-30k·16薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>元器件产品经理PM（二三极管MOS管）</td>\n",
       "      <td>59576335</td>\n",
       "      <td>20230915103453</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>d636d1b63f2cb5bbe4ebb60240f6ac35</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>13588741.0</td>\n",
       "      <td>https://www.liepin.com/company/13588741/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64a61cbb4beb94129c59f04c01u.png</td>\n",
       "      <td>深圳市天河星供应链有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"61358687\",\"userId\":\"f969c2563637eedf...</td>\n",
       "      <td>[电子元器件, 维护原厂关系 , 库存管控, 与原厂价格谈判, 单片机产品线, 无线射频产品...</td>\n",
       "      <td>10-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>通讯事业部-产品经理（PM)</td>\n",
       "      <td>61358687</td>\n",
       "      <td>20231010094422</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>05aaed5d4be9c2705ccdf9963d70cb82</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>8839503.0</td>\n",
       "      <td>https://www.liepin.com/company/8839503/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64fabb49da699477cab5723808u.png</td>\n",
       "      <td>宝创科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"45491147\",\"userId\":\"23b668b7ef4cec0d...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>10-25k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>pm产品经理（BOURNS/GD）</td>\n",
       "      <td>45491147</td>\n",
       "      <td>20230106153857</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>f3f2d41ee0fe321eaaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>9329168.0</td>\n",
       "      <td>https://www.liepin.com/company/9329168/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe93da74719d9f609ab36d03a.png</td>\n",
       "      <td>深圳市富临通实业股份有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"53733605\",\"userId\":\"59155e63732ffa0e...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>53733605</td>\n",
       "      <td>20221108191636</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>6044cbd70b5f5c7ad3bb4520db770433</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>8444719.0</td>\n",
       "      <td>https://www.liepin.com/company/8444719/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63f4970e3ee568020853bf4708u.png</td>\n",
       "      <td>深圳市汇芯微电子有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"62102371\",\"userId\":\"f8eab0e8ce9457ac...</td>\n",
       "      <td>[新媒体, 市场洞察, 客户管理]</td>\n",
       "      <td>8-15k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>市场PM（市场产品经理）</td>\n",
       "      <td>62102371</td>\n",
       "      <td>20231010143954</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>f01bd5ec019a068d99eeb040770b0b48</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>10044915.0</td>\n",
       "      <td>https://www.liepin.com/company/10044915/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6414141a471b9d0d5fff49f703u.png</td>\n",
       "      <td>华芯控股</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"58727339\",\"userId\":\"ccdad52c2bbc660a...</td>\n",
       "      <td>[电子/半导体/集成电路, 产品规划, 需求分析, 用户研究, 市场调研, 数据分析, 存储...</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>58727339</td>\n",
       "      <td>20231010092118</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>f2bc966edf87465727604c803496f761</td>\n",
       "      <td>2</td>\n",
       "      <td>64edb1871913aa27489a503a05u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>13146105.0</td>\n",
       "      <td>https://www.liepin.com/company/13146105/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>62f463c85732892a6615046607u.png</td>\n",
       "      <td>联和存储科技(江苏)有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"48626171\",\"userId\":\"868304a795f24fd2...</td>\n",
       "      <td>[电子/半导体/集成电路, 产品规划, 团队管理, 产品优化]</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>48626171</td>\n",
       "      <td>20231010104809</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>95ae3e68cbd8f03d337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>5dd389a1d38a3d7423d99d5105u.jpg</td>\n",
       "      <td>医疗健康</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"61436019\",\"userId\":\"e055293ceb97e8ba...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PM产品经理（功率器件）</td>\n",
       "      <td>61436019</td>\n",
       "      <td>20231008092358</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1031b754d0cf9461f76fdb90ccba96fb</td>\n",
       "      <td>2</td>\n",
       "      <td>5bd3bc2c8e50b2deb642ce5704a.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>9599779.0</td>\n",
       "      <td>https://www.liepin.com/company/9599779/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5eb8fc87f2540204574348cf07u.png</td>\n",
       "      <td>深圳市晶台股份有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"58208343\",\"userId\":\"24f3d5d089964746...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>58208343</td>\n",
       "      <td>20231011163858</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>4c76487de2977a3ff613adff368c4fcc</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>9300491.0</td>\n",
       "      <td>https://www.liepin.com/company/9300491/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61dd3ac4fc9a4b46dbcc015d07u.jpg</td>\n",
       "      <td>PAWPAW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"49034385\",\"userId\":\"c5ef68a3d93d0037...</td>\n",
       "      <td>[FAE推广经验, MCU FLASH 马达驱动, 产品经理]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>芯片PM/产品经理</td>\n",
       "      <td>49034385</td>\n",
       "      <td>20230831114656</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>028b3e8302ac6a76fbc645f98a948c5b</td>\n",
       "      <td>2</td>\n",
       "      <td>619300c394769f74044e3b7908u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1-49人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某深圳电子/半导体/集成电路公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"60686811\",\"userId\":\"6fdaf3efbffc15fb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-25k·18薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理PM（国产线--华润微、芯朋微等）</td>\n",
       "      <td>60686811</td>\n",
       "      <td>20231007173843</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>7b0110f1d286b2a7acd19bcabb3b6f15</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>7977355.0</td>\n",
       "      <td>https://www.liepin.com/company/7977355/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfe9c1474719df0ac9a24de03a.png</td>\n",
       "      <td>福建睿能科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"jobId\":\"58176355\",\"userId\":\"03d7bbf45f592b5e...</td>\n",
       "      <td>[客户端产品, 定价/竞价产品, 策略产品, 电子/半导体/集成电路, 需求挖掘, 用户研究...</td>\n",
       "      <td>12-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>产品经理（pm）深圳</td>\n",
       "      <td>58176355</td>\n",
       "      <td>20230427102409</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>acc2df4b1588c213b74007bb53955074</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>9196023.0</td>\n",
       "      <td>https://www.liepin.com/company/9196023/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe949074719dc6ed73f25e03a.png</td>\n",
       "      <td>苏州达亚电子有限公司</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
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       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"62006783\",\"userId\":\"88346fad5354e50f...   \n",
       "1   {\"jobId\":\"55813149\",\"userId\":\"528e15c8112a4b27...   \n",
       "2   {\"jobId\":\"61957529\",\"userId\":\"c8ca7e3c63a4d87e...   \n",
       "3   {\"jobId\":\"36908035\",\"userId\":\"d4be0c7af21e6220...   \n",
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       "6   {\"jobId\":\"44022163\",\"userId\":\"c204e12c186b70d5...   \n",
       "7   {\"jobId\":\"49967313\",\"userId\":\"8a9f7420efe1111f...   \n",
       "8   {\"jobId\":\"47307987\",\"userId\":\"dd0950349f402d21...   \n",
       "9   {\"jobId\":\"62090485\",\"userId\":\"b9cea00180e563e9...   \n",
       "10  {\"jobId\":\"61168405\",\"userId\":\"27b40b320914b243...   \n",
       "11  {\"jobId\":\"55750935\",\"userId\":\"a58562f9e895113a...   \n",
       "12  {\"jobId\":\"60604499\",\"userId\":\"c2a37beb635ce04c...   \n",
       "13  {\"jobId\":\"57342597\",\"userId\":\"0f490e3b52d7b4d2...   \n",
       "14  {\"jobId\":\"62032011\",\"userId\":\"0e245805142ef4c1...   \n",
       "15  {\"jobId\":\"38687185\",\"userId\":\"784ac3ccc4474b6f...   \n",
       "16  {\"jobId\":\"60775157\",\"userId\":\"e040df2a2277bc9e...   \n",
       "17  {\"jobId\":\"59431759\",\"userId\":\"0f490e3b52d7b4d2...   \n",
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       "20  {\"jobId\":\"48634761\",\"userId\":\"a3efebbe5476fd14...   \n",
       "21  {\"jobId\":\"57179331\",\"userId\":\"6bd83db4d420cd80...   \n",
       "22  {\"jobId\":\"59037701\",\"userId\":\"3ed0a57b953381ec...   \n",
       "23  {\"jobId\":\"54319281\",\"userId\":\"997ac596617df43a...   \n",
       "24  {\"jobId\":\"56533879\",\"userId\":\"1185646b724f9912...   \n",
       "25  {\"jobId\":\"47135639\",\"userId\":\"dacd6a5aa3f238c1...   \n",
       "26  {\"jobId\":\"55751165\",\"userId\":\"676976ba8ba9ecb0...   \n",
       "27  {\"jobId\":\"42655681\",\"userId\":\"94fb0d3abd562875...   \n",
       "28  {\"jobId\":\"59576335\",\"userId\":\"536827c2c697d609...   \n",
       "29  {\"jobId\":\"61358687\",\"userId\":\"f969c2563637eedf...   \n",
       "30  {\"jobId\":\"45491147\",\"userId\":\"23b668b7ef4cec0d...   \n",
       "31  {\"jobId\":\"53733605\",\"userId\":\"59155e63732ffa0e...   \n",
       "32  {\"jobId\":\"62102371\",\"userId\":\"f8eab0e8ce9457ac...   \n",
       "33  {\"jobId\":\"58727339\",\"userId\":\"ccdad52c2bbc660a...   \n",
       "34  {\"jobId\":\"48626171\",\"userId\":\"868304a795f24fd2...   \n",
       "35  {\"jobId\":\"61436019\",\"userId\":\"e055293ceb97e8ba...   \n",
       "36  {\"jobId\":\"58208343\",\"userId\":\"24f3d5d089964746...   \n",
       "37  {\"jobId\":\"49034385\",\"userId\":\"c5ef68a3d93d0037...   \n",
       "38  {\"jobId\":\"60686811\",\"userId\":\"6fdaf3efbffc15fb...   \n",
       "39  {\"jobId\":\"58176355\",\"userId\":\"03d7bbf45f592b5e...   \n",
       "\n",
       "                                           job.labels  job.salary  \\\n",
       "0   [AI人工智能产品, 硬件产品, 数据产品, 人工智能, 硬件系统集成, 产品设计, 产品优...  30-60k·14薪   \n",
       "1   [产品规划, 硬件产品, 智能硬件, 硬件系统集成, 电子/半导体/集成电路, to B, ...      15-25k   \n",
       "2                                      [ERP产品, 财务数字化]      20-30k   \n",
       "3                            [数据产品, 数据挖掘, 数据分析, 产品规划]        薪资面议   \n",
       "4                                                  []        薪资面议   \n",
       "5                            [产品规划, 市场调研, 用户研究, 电子商务]      13-16k   \n",
       "6                                   [ppt, 需求分析, 硬件产品]  13-18k·13薪   \n",
       "7                                              [功率器件]  20-40k·13薪   \n",
       "8                                                  []      15-20k   \n",
       "9                                        [B端产品, 科创金融]  35-55k·15薪   \n",
       "10                     [数据产品, 数据分析, 产品规划, 团队管理, 用户研究]      20-50k   \n",
       "11                          [电子/半导体/集成电路, 市场调研, 团队管理]      15-25k   \n",
       "12                                                 []      10-20k   \n",
       "13                                                 []  12-20k·13薪   \n",
       "14                                                 []        薪资面议   \n",
       "15                                       [产品规划, 运营管理]  15-25k·13薪   \n",
       "16                         [模拟电源, PM, 产品经理, 二极管, 元器件]      20-40k   \n",
       "17  [产品线, 功率器件, 电子/半导体/集成电路, 半导体, 储能电源, 光伏, 光伏逆变器,...  10-20k·13薪   \n",
       "18                                  [硬件产品, TOC, C端产品]  15-30k·14薪   \n",
       "19                                                 []      35-45k   \n",
       "20                          [电子元器件, 半导体, 电子/半导体/集成电路]      10-15k   \n",
       "21                                 [to C, 产品规划, 团队管理]      14-20k   \n",
       "22                                      [电子/半导体/集成电路]  15-30k·16薪   \n",
       "23              [数据产品, 电子/半导体/集成电路, 市场调研, 产品规划, 数据分析]      15-25k   \n",
       "24                         [客户端产品, 电子/半导体/集成电路, 用户研究]      10-12k   \n",
       "25                                                 []       8-15k   \n",
       "26                                           [PM产品经理]      10-30k   \n",
       "27                                [电子/半导体/集成电路, 产品规划]       8-16k   \n",
       "28                          [元器件产品经理, PM, 二三极管, MOS管]  25-30k·16薪   \n",
       "29  [电子元器件, 维护原厂关系 , 库存管控, 与原厂价格谈判, 单片机产品线, 无线射频产品...      10-20k   \n",
       "30                                      [电子/半导体/集成电路]      10-25k   \n",
       "31                                                 []  20-30k·13薪   \n",
       "32                                  [新媒体, 市场洞察, 客户管理]       8-15k   \n",
       "33  [电子/半导体/集成电路, 产品规划, 需求分析, 用户研究, 市场调研, 数据分析, 存储...  20-40k·13薪   \n",
       "34                    [电子/半导体/集成电路, 产品规划, 团队管理, 产品优化]      40-60k   \n",
       "35                                                 []      20-40k   \n",
       "36                                                 []  20-40k·13薪   \n",
       "37                    [FAE推广经验, MCU FLASH 马达驱动, 产品经理]  15-30k·13薪   \n",
       "38                                                 []  15-25k·18薪   \n",
       "39  [客户端产品, 定价/竞价产品, 策略产品, 电子/半导体/集成电路, 需求挖掘, 用户研究...      12-20k   \n",
       "\n",
       "   job.pcOuterLink job.h5OuterLink  \\\n",
       "0                                    \n",
       "1                                    \n",
       "2                                    \n",
       "3                                    \n",
       "4                                    \n",
       "5                                    \n",
       "6                                    \n",
       "7              NaN             NaN   \n",
       "8                                    \n",
       "9                                    \n",
       "10                                   \n",
       "11                                   \n",
       "12                                   \n",
       "13                                   \n",
       "14                                   \n",
       "15                                   \n",
       "16                                   \n",
       "17                                   \n",
       "18                                   \n",
       "19                                   \n",
       "20             NaN             NaN   \n",
       "21                                   \n",
       "22                                   \n",
       "23                                   \n",
       "24                                   \n",
       "25                                   \n",
       "26                                   \n",
       "27                                   \n",
       "28                                   \n",
       "29                                   \n",
       "30                                   \n",
       "31                                   \n",
       "32                                   \n",
       "33                                   \n",
       "34             NaN             NaN   \n",
       "35                                   \n",
       "36                                   \n",
       "37             NaN             NaN   \n",
       "38                                   \n",
       "39                                   \n",
       "\n",
       "                                            job.title job.jobId  \\\n",
       "0                                     高级产品经理（AI大模型方向）  62006783   \n",
       "1                                                产品经理  55813149   \n",
       "2                                      系统分析师岗(J10122)  61957529   \n",
       "3            Lazada-Data Product Manager-流量数据产品经理（深圳）  36908035   \n",
       "4                                         产品经理 PLM PM  43765787   \n",
       "5                                              PM产品经理  61924043   \n",
       "6                                              pm产品经理  44022163   \n",
       "7                                              产品经理PM  49967313   \n",
       "8                                              产品经理PM  47307987   \n",
       "9                                              金融产品专家  62090485   \n",
       "10  特效工具产品经理-智能创作  Effects Tools Product Manager-I...  61168405   \n",
       "11                                            产品经理/PM  55750935   \n",
       "12                                             PM产品经理  60604499   \n",
       "13                                            PM 产品经理  57342597   \n",
       "14                                           海外高级产品经理  62032011   \n",
       "15                                            产品经理/PM  38687185   \n",
       "16                                         产品线经理 （PM）  60775157   \n",
       "17                                             PM产品经理  59431759   \n",
       "18                               硬件产品经理（游戏外设）(A45363)  61134675   \n",
       "19                                               产品总监  62089313   \n",
       "20                              产品线经理PM 交通补贴 (154354)  48634761   \n",
       "21                                             PM产品经理  57179331   \n",
       "22                                             产品经理PM  59037701   \n",
       "23                                             产品经理PM  54319281   \n",
       "24                                           产品经理（PM）  56533879   \n",
       "25                                             pm产品经理  47135639   \n",
       "26                                  代理线PM产品经理（电力电子方向）  55751165   \n",
       "27                                    IC MOS PM（产品经理）  42655681   \n",
       "28                                元器件产品经理PM（二三极管MOS管）  59576335   \n",
       "29                                     通讯事业部-产品经理（PM)  61358687   \n",
       "30                                  pm产品经理（BOURNS/GD）  45491147   \n",
       "31                                             产品经理PM  53733605   \n",
       "32                                       市场PM（市场产品经理）  62102371   \n",
       "33                                             PM产品经理  58727339   \n",
       "34                                             PM产品经理  48626171   \n",
       "35                                       PM产品经理（功率器件）  61436019   \n",
       "36                                             产品经理PM  58208343   \n",
       "37                                          芯片PM/产品经理  49034385   \n",
       "38                              产品经理PM（国产线--华润微、芯朋微等）  60686811   \n",
       "39                                         产品经理（pm）深圳  58176355   \n",
       "\n",
       "   job.refreshTime job.jobKind  ...                    recruiter.imId  \\\n",
       "0   20231007134459           2  ...  29680576b98cc6e7966d2c65245014c5   \n",
       "1   20231011083752           2  ...  5d8cf25eda94cb898b0ca3877d009dea   \n",
       "2   20231011170439           2  ...  d1b0975927ef71c1e37b0b202b2adc1c   \n",
       "3   20210311143004           2  ...  4a4ece35206ffdf578f5885b11a76839   \n",
       "4   20230821133647           2  ...  1302b01334b547df3eae059a38e31609   \n",
       "5   20230928114733           2  ...  b736db3b42e0395a5ffa3c8d56bb2e9d   \n",
       "6   20211018102103           2  ...  c01b7239c29322d914c33c05749ae593   \n",
       "7   20231011175141           1  ...  f6dc9ce90b0921a49ccf3dc45f6d7696   \n",
       "8   20231011103916           2  ...  784c2b987245e47cc3598071a0e218f7   \n",
       "9   20231010102517           2  ...  69764257b9c195d54f291cecbb89c1d2   \n",
       "10  20231006012913           2  ...  f6b7241c2baec70cb55f541d35f91cff   \n",
       "11  20230720144759           2  ...  63f83a66035b4f9686da8f3a9139f92c   \n",
       "12  20230807163133           2  ...  3665e3a34b0ddcc0af3ffeaad667fde0   \n",
       "13  20231011101943           2  ...  073e7f3d615fbf4744028f553778c6e1   \n",
       "14  20231008113412           2  ...  e039bfb898b83729e474946c099a7055   \n",
       "15  20230714142301           2  ...  361ab007f8a1697171de52c3bc0b6279   \n",
       "16  20230814102813           2  ...  4ef5526798483a4de37b0b202b2adc1c   \n",
       "17  20231011101943           2  ...  073e7f3d615fbf4744028f553778c6e1   \n",
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       "23  20221123151858           2  ...  4d26494c54a77d5333f1d87ff4815723   \n",
       "24  20230608101922           2  ...  0a4f64b46432b033a88090c0f9b26513   \n",
       "25  20220216165525           2  ...  87308f241fde688761a8485668ee84be   \n",
       "26  20230327164332           2  ...  74529eb458bb0f3c244e08c53f86302f   \n",
       "27  20220112095751           2  ...  26ce67273142f28a022ab90404d3094b   \n",
       "28  20230915103453           2  ...  d636d1b63f2cb5bbe4ebb60240f6ac35   \n",
       "29  20231010094422           2  ...  05aaed5d4be9c2705ccdf9963d70cb82   \n",
       "30  20230106153857           2  ...  f3f2d41ee0fe321eaaa70b13e477f173   \n",
       "31  20221108191636           2  ...  6044cbd70b5f5c7ad3bb4520db770433   \n",
       "32  20231010143954           2  ...  f01bd5ec019a068d99eeb040770b0b48   \n",
       "33  20231010092118           2  ...  f2bc966edf87465727604c803496f761   \n",
       "34  20231010104809           1  ...  95ae3e68cbd8f03d337193710fe42056   \n",
       "35  20231008092358           2  ...  1031b754d0cf9461f76fdb90ccba96fb   \n",
       "36  20231011163858           2  ...  4c76487de2977a3ff613adff368c4fcc   \n",
       "37  20230831114656           1  ...  028b3e8302ac6a76fbc645f98a948c5b   \n",
       "38  20231007173843           2  ...  7b0110f1d286b2a7acd19bcabb3b6f15   \n",
       "39  20230427102409           2  ...  acc2df4b1588c213b74007bb53955074   \n",
       "\n",
       "    recruiter.imUserType          recruiter.recruiterPhoto comp.compIndustry  \\\n",
       "0                      2  63f30e140cbad1022010155d06u.jpeg            人力资源服务   \n",
       "1                      2   5f8f98648dbe6273dcf8515508u.jpg              仪器仪表   \n",
       "2                      2   5f8f98648dbe6273dcf8515508u.jpg             计算机软件   \n",
       "3                      2   57c4e9d345ce9f0a74a9b8cd04a.png               互联网   \n",
       "4                      2   6098fbd5919e256bc8d799fe03u.png             机械/设备   \n",
       "5                      2   5f8f9865ea60860b75384fa508u.jpg       电子/半导体/集成电路   \n",
       "6                      2   616d0eaff3e81c74a137689a06u.png              智能硬件   \n",
       "7                      2   5db1849947b2f02171adf34907u.jpg       电子/半导体/集成电路   \n",
       "8                      2   5f8f986c79c7cc70efbf36c808u.jpg       电子/半导体/集成电路   \n",
       "9                      2   5f8f986779c7cc70efbf36c008u.jpg           云计算/大数据   \n",
       "10                     2   5f8f9866dfb13a7dee342f1808u.jpg               互联网   \n",
       "11                     2   5f8f9866dfb13a7dee342f1808u.jpg       电子/半导体/集成电路   \n",
       "12                     2   5f8f986779c7cc70efbf36c008u.jpg             批发/零售   \n",
       "13                     2   5f8f9866dfb13a7dee342f1808u.jpg       电子/半导体/集成电路   \n",
       "14                     2   638d53d8ed72de1d9178ca3f06u.png              智能硬件   \n",
       "15                     2   5f8f9865ea60860b75384fa508u.jpg       电子/半导体/集成电路   \n",
       "16                     2   5f8f98648dbe6273dcf8515508u.jpg       电子/半导体/集成电路   \n",
       "17                     2   5f8f9866dfb13a7dee342f1808u.jpg       电子/半导体/集成电路   \n",
       "18                     2   5f8f98698dbe6273dcf8516008u.jpg              智能硬件   \n",
       "19                     2   5f8f986779c7cc70efbf36c008u.jpg            人力资源服务   \n",
       "20                     2   6305cf61b77e512ba9da292908u.png             计算机软件   \n",
       "21                     2   5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路   \n",
       "22                     2   5f8f9865ea60860b75384fa508u.jpg            贸易/进出口   \n",
       "23                     2   62fc9cee804e287457021c6403u.png       电子/半导体/集成电路   \n",
       "24                     2   5f8f9866dfb13a7dee342f1808u.jpg       电子/半导体/集成电路   \n",
       "25                     2   5f8f986779c7cc70efbf36c008u.jpg       电子/半导体/集成电路   \n",
       "26                     2   5f8f9865ea60860b75384fa508u.jpg       电子/半导体/集成电路   \n",
       "27                     2   5f8f98648dbe6273dcf8515508u.jpg       电子/半导体/集成电路   \n",
       "28                     2   5f8f9865ea60860b75384fa508u.jpg       电子/半导体/集成电路   \n",
       "29                     2   5f8f986779c7cc70efbf36c008u.jpg       电子/半导体/集成电路   \n",
       "30                     2   5f8f9865ea60860b75384fa508u.jpg       电子/半导体/集成电路   \n",
       "31                     2   5f8f986779c7cc70efbf36c008u.jpg       电子/半导体/集成电路   \n",
       "32                     2   5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路   \n",
       "33                     2   64edb1871913aa27489a503a05u.png       电子/半导体/集成电路   \n",
       "34                     2   5dd389a1d38a3d7423d99d5105u.jpg              医疗健康   \n",
       "35                     2   5bd3bc2c8e50b2deb642ce5704a.jpg       电子/半导体/集成电路   \n",
       "36                     2   5f8f9866dfb13a7dee342f1808u.jpg       电子/半导体/集成电路   \n",
       "37                     2   619300c394769f74044e3b7908u.jpg       电子/半导体/集成电路   \n",
       "38                     2   5f8f986779c7cc70efbf36c008u.jpg       电子/半导体/集成电路   \n",
       "39                     2   5f8f98648dbe6273dcf8515508u.jpg       电子/半导体/集成电路   \n",
       "\n",
       "    comp.compId                                 comp.link comp.compScale  \\\n",
       "0     9812461.0   https://www.liepin.com/company/9812461/       500-999人   \n",
       "1     8902900.0   https://www.liepin.com/company/8902900/       100-499人   \n",
       "2     1873837.0   https://www.liepin.com/company/1873837/     1000-2000人   \n",
       "3     1072424.0   https://www.liepin.com/company/1072424/       10000人以上   \n",
       "4     1069385.0   https://www.liepin.com/company/1069385/       10000人以上   \n",
       "5    13629967.0  https://www.liepin.com/company/13629967/          1-49人   \n",
       "6    10047697.0  https://www.liepin.com/company/10047697/       100-499人   \n",
       "7           NaN                                                 500-999人   \n",
       "8     9579944.0   https://www.liepin.com/company/9579944/         50-99人   \n",
       "9     9314301.0   https://www.liepin.com/company/9314301/     2000-5000人   \n",
       "10    7863078.0   https://www.liepin.com/company/7863078/       10000人以上   \n",
       "11    8028167.0   https://www.liepin.com/company/8028167/         50-99人   \n",
       "12   12157595.0  https://www.liepin.com/company/12157595/          1-49人   \n",
       "13    8921762.0   https://www.liepin.com/company/8921762/       100-499人   \n",
       "14   13339939.0  https://www.liepin.com/company/13339939/                  \n",
       "15   10016683.0  https://www.liepin.com/company/10016683/       100-499人   \n",
       "16   12260991.0  https://www.liepin.com/company/12260991/         50-99人   \n",
       "17    8921762.0   https://www.liepin.com/company/8921762/       100-499人   \n",
       "18    8679553.0   https://www.liepin.com/company/8679553/       100-499人   \n",
       "19    9812461.0   https://www.liepin.com/company/9812461/       500-999人   \n",
       "20          NaN                                                    1-49人   \n",
       "21   13391655.0  https://www.liepin.com/company/13391655/          1-49人   \n",
       "22   12148501.0  https://www.liepin.com/company/12148501/         50-99人   \n",
       "23    9443633.0   https://www.liepin.com/company/9443633/         50-99人   \n",
       "24   12830957.0  https://www.liepin.com/company/12830957/          1-49人   \n",
       "25   13115993.0  https://www.liepin.com/company/13115993/         50-99人   \n",
       "26    7987788.0   https://www.liepin.com/company/7987788/       500-999人   \n",
       "27   12362853.0  https://www.liepin.com/company/12362853/         50-99人   \n",
       "28   13588741.0  https://www.liepin.com/company/13588741/       500-999人   \n",
       "29    8839503.0   https://www.liepin.com/company/8839503/         50-99人   \n",
       "30    9329168.0   https://www.liepin.com/company/9329168/         50-99人   \n",
       "31    8444719.0   https://www.liepin.com/company/8444719/         50-99人   \n",
       "32   10044915.0  https://www.liepin.com/company/10044915/         50-99人   \n",
       "33   13146105.0  https://www.liepin.com/company/13146105/         50-99人   \n",
       "34          NaN                                                   50-99人   \n",
       "35    9599779.0   https://www.liepin.com/company/9599779/       500-999人   \n",
       "36    9300491.0   https://www.liepin.com/company/9300491/          1-49人   \n",
       "37          NaN                                                    1-49人   \n",
       "38    7977355.0   https://www.liepin.com/company/7977355/       100-499人   \n",
       "39    9196023.0   https://www.liepin.com/company/9196023/       100-499人   \n",
       "\n",
       "   comp.compStage                    comp.compLogo       comp.compName  \n",
       "0            港股上市  63ec8bd5602f3e26bf895b8504u.png       Wisest Talent  \n",
       "1            战略投资  6247e29b8b3085584724888906u.png       深圳市诺安智能股份有限公司  \n",
       "2             NaN  63e09e8d858e453dd556dd8e02u.png  南方电网数字平台科技(广东)有限公司  \n",
       "3            港股上市  5bfe915474719d35745acf0903a.png              阿里巴巴集团  \n",
       "4             NaN  5bfe9df574719d2aa34b7b2203a.png                伊顿中国  \n",
       "5             NaN  61b07937d0458d53c627567e02u.jpg         深圳中积芯科技有限公司  \n",
       "6              D轮  6163dc033df70d56f3b601a406u.png           BroadLink  \n",
       "7              A轮  60e2fe0bf3df194a3c48adb502u.png  某深圳大型电子/半导体/集成电路公司  \n",
       "8           融资未公开  61b07937d0458d53c627567e02u.jpg         深圳市盈辉电子有限公司  \n",
       "9             NaN  601114407712265ad007e35206u.png         企知道网络技术有限公司  \n",
       "10             其他  5d887b5528021708fa52b44403u.jpg                字节跳动  \n",
       "11          融资未公开  5bfea08974719d2aa34bfb9303a.png                道径电子  \n",
       "12            NaN  61b07937d0458d53c627567e02u.jpg       深圳市亿诚伟业电子有限公司  \n",
       "13            NaN  61b07937d0458d53c627567e02u.jpg                鹏源电子  \n",
       "14            NaN  63896aedf0e9fd244d8a172206u.png        深圳绣水铭山科技有限公司  \n",
       "15          融资未公开  61b07937d0458d53c627567e02u.jpg        深圳市宏旺微电子有限公司  \n",
       "16            NaN  61d5701e9c49ff7ec564562301u.png                中印云端  \n",
       "17            NaN  61b07937d0458d53c627567e02u.jpg                鹏源电子  \n",
       "18            NaN  5e45f03429d83a67544b147e08u.jpg                飞智科技  \n",
       "19           港股上市  63ec8bd5602f3e26bf895b8504u.png       Wisest Talent  \n",
       "20          融资未公开  60e2fe0bf3df194a3c48adb502u.png          某深圳计算机软件公司  \n",
       "21            NaN  619fea551bd4fb704e8f5f9304u.jpg         深圳市宣盈科技有限公司  \n",
       "22           战略投资  5f6bf74a79c7cc70efb0449807u.png        深圳市华信科科技有限公司  \n",
       "23          融资未公开  62fc973a9e4c1713c988b8b103u.jpg                雅全电子  \n",
       "24             其他  60eeb62a5f5b8a6b840f236a08u.png       深圳市高维智创科技有限公司  \n",
       "25            NaN  61a0c0e51bd4fb704ea367f707u.jpg         深圳市粤吉电子有限公司  \n",
       "26          融资未公开  620df5b4852ef53f0fc5b9d801u.png        深圳市凯新达电子有限公司  \n",
       "27            NaN  61b07937d0458d53c627567e02u.jpg        深圳市鑫鼎兴电子有限公司  \n",
       "28            NaN  64a61cbb4beb94129c59f04c01u.png       深圳市天河星供应链有限公司  \n",
       "29            NaN  64fabb49da699477cab5723808u.png                宝创科技  \n",
       "30            NaN  5bfe93da74719d9f609ab36d03a.png      深圳市富临通实业股份有限公司  \n",
       "31            NaN  63f4970e3ee568020853bf4708u.png        深圳市汇芯微电子有限公司  \n",
       "32            NaN  6414141a471b9d0d5fff49f703u.png                华芯控股  \n",
       "33             A轮  62f463c85732892a6615046607u.png      联和存储科技(江苏)有限公司  \n",
       "34          融资未公开  60e2fe0bf3df194a3c48adb502u.png               某知名公司  \n",
       "35            NaN  5eb8fc87f2540204574348cf07u.png         深圳市晶台股份有限公司  \n",
       "36          融资未公开  61dd3ac4fc9a4b46dbcc015d07u.jpg              PAWPAW  \n",
       "37          融资未公开  60e2fe0bf3df194a3c48adb502u.png    某深圳电子/半导体/集成电路公司  \n",
       "38         沪深A股上市  5bfe9c1474719df0ac9a24de03a.png              福建睿能科技  \n",
       "39          融资未公开  5bfe949074719dc6ed73f25e03a.png          苏州达亚电子有限公司  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(liepin_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "41821fd5",
   "metadata": {},
   "outputs": [
    {
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       "  code         name\n",
       "0  010        1-49人\n",
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       "3  040     500-999人\n",
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   "source": [
    "compScales  = pd.json_normalize(condition['data']['compScales'])\n",
    "compScales"
   ]
  }
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